1. Fitting Neural Network Models#
In this tutorial, we will learn how to use a neural network model to predict the energy of points on the MΓΌller-Brown potential energy surface.
from math import exp, pow, tanh
import numpy as np
import matplotlib.pyplot as plt
import plotly.graph_objects as go
1.1. Defining the MΓΌller-Brown Potential Energy Function#
For the definition of MΓΌller-Brown potential, see here.
\(v(x,y) = \sum_{k=0}^3 A_k \mathrm{exp}\left[ a_k (x - x_k^0)^2 + b_k (x - x_k^0) (y - y_k^0) + c_k (y - y_k^0)^2 \right] \)
def mueller_brown_potential(x, y):
A = [-200, -100, -170, 15]
a = [-1, -1, -6.5, 0.7]
b = [0, 0, 11, 0.6]
c = [-10, -10, -6.5, 0.7]
x0 = [1, 0, -0.5, -1.0]
y0 = [0, 0.5, 1.5, 1]
value = 0
for k in range(0, 4):
value += 0.1 * A[k] * exp( a[k] * pow(x-x0[k], 2.0) + b[k] * (x-x0[k]) * (y-y0[k]) + c[k] * pow(y-y0[k], 2.0))
#Scale the function by 0.1 to make plotting easier.
return value
1.1.1. Generate Training Data#
First, we need to generate data to train the neural network.
xx = np.arange(-1.8, 1.4, 0.1)
yy = np.arange(-0.4, 2.4, 0.1)
X, Y = np.meshgrid(xx, yy)
xy, xy_truncated = [],[]
z, z_truncated = [], []
for y in yy:
for x in xx:
v = mueller_brown_potential(x,y) #now using x and y values from the xx and yy arrays.
z.append(v) #storing potential energy values in the z array.
xy.append([x,y])
if v < 10: #keep only low-energy points for training.
xy_truncated.append([x, y])
z_truncated.append(v)
Z = np.reshape(z,(len(yy),-1)) #reshape z array so that we can plot our data on a 2-D surface that is len(xx) by len(yy).
print("Zmin:", np.amin(Z), "Zmax:", np.amax(Z))
print("Size of (future) training set:", len(z_truncated))
print(len(z_truncated))
Zmin: -14.599803525171698 Zmax: 1194.4772333054245
Size of (future) training set: 696
696
1.1.2. Visualizing Training Data: 3-D Projection Surface#
We will now create a 3-D plot of our training data. To make the plot more readable, we will replace the points that have extremely high energy with nan (not a number). This will keep our \(Z\) array the same shape and help us ignore the high energy region that we are not interested in.
fig = go.Figure(data=[go.Surface(z=Z, x=X, y=Y, colorscale='rainbow', cmin=-15, cmax=9)])
fig.update_traces(contours_z=dict(show=True, project_z=True))
fig.update_layout(title='Mueller-Brown Potential', width=500, height=500,
scene = dict(
zaxis = dict(dtick=3, range=[-15, 15]),
camera_eye = dict(x=-1.2, y=-1.2, z=1.2)))
fig.show()
1.1.3. Visualizing Training Data: 3-D Projection Surface#
Because we are keeping only the low-energy points for training (v\(<\)10, cell 1.1.2), we will make a 3-D surface plot that more accurately reflects our training data.
import copy
clean_Z = copy.copy(Z)
clean_Z[clean_Z>10] = np.nan
fig = go.Figure(data=[go.Surface(z=clean_Z, x=X, y=Y, colorscale='rainbow', cmin=-15, cmax=9)])
fig.update_traces(contours_z=dict(show=True, project_z=True))
fig.update_layout(title='Mueller-Brown Potential', width=500, height=500,
scene = dict(
zaxis = dict(dtick=3, range=[-15, 15]),
camera_eye = dict(x=-1.2, y=-1.2, z=1.2)))
fig.show()
1.1.4. Visualizing Training Data: Contour Surface#
Now we will create a contour surface plot of our training data.
fig = plt.figure(figsize=(3,2.5), dpi=150)
levels = [-12, -8, -4, 0, 4, 8, 10]
ct = plt.contour(X, Y, Z, levels, colors='k')
plt.clabel(ct, inline=True, fmt='%3.0f', fontsize=8)
ct = plt.contourf(X, Y, Z, levels, cmap=plt.cm.rainbow, extend='both', vmin=-15, vmax=0)
plt.xlabel("x", labelpad=-0.75)
plt.ylabel("y", labelpad=2.5)
plt.tick_params(axis='both', pad=2,labelsize=8)
cbar = plt.colorbar()
cbar.ax.tick_params(labelsize=8)
plt.title('MΓΌeller Brown Contour Surface', fontsize=8)
plt.tight_layout()
plt.show()
1.2. Loading PyTorch and Training Data#
After installing and importing pytorch, we will save our training data as a tensor data set.
import math
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch import Tensor
from torch.utils.data import TensorDataset, DataLoader, random_split
dataset = TensorDataset(Tensor(xy_truncated), Tensor(z_truncated))
train_loader = DataLoader(dataset, batch_size=32, shuffle=True)
print("Size of training set:", len(train_loader.dataset))
Size of training set: 696
1.2.1. A Basic Neural Network#
Below is a schematic of a neural network. Inputs (\(x\), \(y\)) are given weights (\(w\)). For each neuron in the hidden layer a bias (\(b\)) is added to the weighted inputs to generate a value (\(v\)) for the activation function (tanh). The activation function decides the activity (\(v'\)) of each neuron in the hidden layer. Weights (\(w'\)), biases (\(b'\)), and the activation function on the neuron of the output layer produces the prediction (\(V^{pred}\)).
1.3. Defining the Neural Network Class#
Here we define our neural network as a Python class. A function (\(\it{train\_loop}\)) is used to loop through our training data.
class NeuralNetwork(nn.Module):
def __init__(self, n1=20): #n1 is the number of neurons for the first layer
super().__init__()
self.model = nn.Sequential(
nn.Linear(2,n1), # Linear function taking 2 inputs and outputs data for 20 neurons.
nn.Tanh(),
nn.Linear(n1, 1) # Linear function taking data from 20 neurons and producing one output value.
)
def forward(self, x):
return self.model(x)
def train_loop(dataloader, model, optimizer, i_epoch):
size = len(dataloader.dataset)
for batch, (X, y) in enumerate(dataloader):
# Compute prediction and loss
pred = model(X)
loss = F.mse_loss(pred.squeeze(), y)
# Backpropagation - using the loss function gradients to update the weights and biases.
optimizer.zero_grad() # Zero out the gradients from the previous iteration to replace them.
loss.backward() # Update the gradients of the loss function.
optimizer.step() # Uses step() to optimize the weights and biases with the updated gradients.
if batch % 15 == 0 and i_epoch % 100 == 0:
loss, current = loss.item(), batch * len(X)
print(f"epoch: {i_epoch:>3d} loss: {loss:>7.3f} [{current:>5d}/{size:>5d}]")
1.4. Training the Model#
Now we can train the neural network model. We will finish our training when the desired number of epochs has been reached. We will also define some terms used for training below. \
Epochs - Number of forward/backward passes through the entire neural network.
Learning Rate - Determines the step size as we try to minimize the loss function. A faster learning rate would have a larger step size. \
Stochastic Gradient Descent (SGD) - The algorithm used for minimizing the loss function.
learning_rate = 1e-2
epochs = 1000
n1 = 20
model = NeuralNetwork(n1)
loss_fn = F.mse_loss
optimizer = torch.optim.SGD(model.parameters(), lr=learning_rate)
for t in range(epochs):
train_loop(train_loader, model, optimizer, t)
# Note: In this example, there are 696 training points broken into 21 batches of batch size 32 (672 training points).
# That means there is an extra batch of 24 training points. When added together, this gives the full 696 training points.
print("Done with Training!")
epoch: 0 loss: 34.932 [ 0/ 696]
epoch: 0 loss: 26.753 [ 480/ 696]
epoch: 100 loss: 2.421 [ 0/ 696]
epoch: 100 loss: 7.997 [ 480/ 696]
epoch: 200 loss: 2.312 [ 0/ 696]
epoch: 200 loss: 3.525 [ 480/ 696]
epoch: 300 loss: 1.487 [ 0/ 696]
epoch: 300 loss: 1.347 [ 480/ 696]
epoch: 400 loss: 1.274 [ 0/ 696]
epoch: 400 loss: 1.682 [ 480/ 696]
epoch: 500 loss: 1.491 [ 0/ 696]
epoch: 500 loss: 1.420 [ 480/ 696]
epoch: 600 loss: 1.258 [ 0/ 696]
epoch: 600 loss: 1.030 [ 480/ 696]
epoch: 700 loss: 0.608 [ 0/ 696]
epoch: 700 loss: 0.578 [ 480/ 696]
epoch: 800 loss: 1.220 [ 0/ 696]
epoch: 800 loss: 1.636 [ 480/ 696]
epoch: 900 loss: 0.622 [ 0/ 696]
epoch: 900 loss: 1.059 [ 480/ 696]
Done with Training!
1.5. Plotting Reference, Predicted, and Difference Surfaces#
Finally, we will plot the MΓΌller-Brown potential energy surface using the analytical function (reference), using the neural network (predicted), and we will show the difference between the predicted and reference surfaces.
def show_surface(model):
z_pred = model(Tensor(xy))
Z_pred = np.reshape(z_pred.detach().numpy(),(len(yy),-1))
Zdiff = np.subtract(Z_pred, Z)
fig = plt.figure(figsize=(3,7.5), dpi=150)
plt.subplot(3, 1, 1)
levels = [-12, -8, -4, 0, 4, 8]
ct = plt.contour(X, Y, Z, levels, colors='k')
plt.clabel(ct, inline=True, fmt='%3.0f', fontsize=8)
ct = plt.contourf(X, Y, Z, levels, cmap=plt.cm.rainbow, extend='both', vmin=-15, vmax=0)
plt.title("(a) Reference", fontsize=8)
plt.xlabel("x", labelpad=-0.75)
plt.ylabel("y", labelpad=2.5)
plt.tick_params(axis='both', pad=2,labelsize=8)
cbar= plt.colorbar()
cbar.ax.tick_params(labelsize=8)
plt.subplot(3, 1, 2)
ct = plt.contour(X, Y, Z_pred, levels, colors='k')
plt.clabel(ct, inline=True, fmt='%3.0f', fontsize=8)
ct = plt.contourf(X, Y, Z_pred, levels, cmap=plt.cm.rainbow, extend='both', vmin=-15, vmax=0)
plt.title("(b) Predicted", fontsize=8)
plt.xlabel("x", labelpad=-0.75)
plt.ylabel("y", labelpad=2.5)
plt.tick_params(axis='both', pad=2,labelsize=8)
cbar= plt.colorbar()
cbar.ax.tick_params(labelsize=8)
plt.subplot(3, 1, 3)
levels = [-4, -2, 0, 2, 4]
ct = plt.contour(X, Y, Zdiff, levels, colors='k')
plt.clabel(ct, inline=True, fmt='%3.0f', fontsize=8)
ct = plt.contourf(X, Y, Zdiff, levels, cmap=plt.cm.rainbow, extend='both', vmin=-4, vmax=4)
plt.title("(c) Difference", fontsize=8)
plt.xlabel("x", labelpad=-0.75)
plt.ylabel("y", labelpad=2.5)
print("diff, min, max:", np.amin(Zdiff), np.amax(Zdiff))
plt.tick_params(axis='both', pad=2,labelsize=8)
cbar= plt.colorbar()
cbar.ax.tick_params(labelsize=8)
plt.tight_layout()
plt.show()
show_surface(model)
diff, min, max: -1185.764802351445 4.574740407854575
1.6. Taking a Look at the NN parameters#
In order to take a closer look at the neural network parameters, we will plug them into the linear functions.
print("model:", model)
for name, param in model.named_parameters():
if name == 'model.0.weight': weights0 = param.data.detach().numpy()
elif name == 'model.0.bias': bias0 = param.data.detach().numpy()
elif name == 'model.2.weight': weights2 = param.data.detach().numpy()
elif name == 'model.2.bias': bias2 = param.data.detach().numpy()
xy0 = np.array([-0.5, 1.5])
z0 = model(Tensor(xy0))
#first linear function
v1 = np.zeros(n1)
for i in range(0, n1):
v1[i] += weights0[i,0] * xy0[0] + weights0[i,1] * xy0[1] + bias0[i]
#activation function
v2 = np.zeros(n1)
for i in range(0, n1):
v2[i] = tanh(v1[i])
#second linear function
z_pred = 0.0
for i in range(0, n1):
z_pred += weights2[0,i] * v2[i]
z_pred += bias2[0]
print("z0:", z0, "z_pred:", z_pred)
model: NeuralNetwork(
(model): Sequential(
(0): Linear(in_features=2, out_features=20, bias=True)
(1): Tanh()
(2): Linear(in_features=20, out_features=1, bias=True)
)
)
z0: tensor([-14.1160], grad_fn=<AddBackward0>) z_pred: -14.116042206585465
1.7. A More Automated/Refined Implementation#
1.7.1. A PyTorch-Lightning Implementation#
Below is a more professional implementation of the neural network that saves epoch infromation in the logs_csv/ directory.
%pip install pytorch-lightning > /dev/null
import pytorch_lightning as pl
from pytorch_lightning import loggers as pl_loggers
[notice] A new release of pip is available: 22.0.4 -> 23.1
[notice] To update, run: pip install --upgrade pip
Note: you may need to restart the kernel to use updated packages.
class pl_model(pl.LightningModule):
def __init__(self, n1=20):
super().__init__()
self.model = nn.Sequential(
nn.Linear(2,n1),
nn.Tanh(),
nn.Linear(n1, 1)
)
self.learning_rate = 1e-2
def forward(self, x):
return self.model(x)
def training_step(self, batch, batch_idx):
xy, z = batch
z_pred = self(xy)
loss = F.mse_loss(z_pred.squeeze(), z)
self.log('train_loss', loss)
return loss
def configure_optimizers(self):
# Using the Adam optimzation algorithm instead of SGD.
optimizer = torch.optim.Adam(self.parameters(), lr=self.learning_rate)
scheduler = {'scheduler': torch.optim.lr_scheduler.ExponentialLR(optimizer, 0.95),
'interval': 'epoch',
'frequency': 1,
}
return [optimizer]#, [scheduler]
csv_logger = pl_loggers.CSVLogger('logs_csv/')
trainer = pl.Trainer(max_epochs=1000, logger=csv_logger)
n1 = 20
model = pl_model(n1)
trainer.fit(model, train_loader)
GPU available: False, used: False
TPU available: False, using: 0 TPU cores
IPU available: False, using: 0 IPUs
HPU available: False, using: 0 HPUs
Missing logger folder: logs_csv/lightning_logs
| Name | Type | Params
-------------------------------------
0 | model | Sequential | 81
-------------------------------------
81 Trainable params
0 Non-trainable params
81 Total params
0.000 Total estimated model params size (MB)
/opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages/pytorch_lightning/loops/fit_loop.py:280: PossibleUserWarning:
The number of training batches (22) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.
Training: 0it [00:00, ?it/s]
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Epoch 1: 68%|βββββββ | 15/22 [00:00<00:00, 154.21it/s, v_num=0]
Epoch 1: 73%|ββββββββ | 16/22 [00:00<00:00, 156.08it/s, v_num=0]
Epoch 1: 73%|ββββββββ | 16/22 [00:00<00:00, 154.58it/s, v_num=0]
Epoch 1: 77%|ββββββββ | 17/22 [00:00<00:00, 156.87it/s, v_num=0]
Epoch 1: 77%|ββββββββ | 17/22 [00:00<00:00, 153.82it/s, v_num=0]
Epoch 1: 82%|βββββββββ | 18/22 [00:00<00:00, 156.26it/s, v_num=0]
Epoch 1: 82%|βββββββββ | 18/22 [00:00<00:00, 153.02it/s, v_num=0]
Epoch 1: 86%|βββββββββ | 19/22 [00:00<00:00, 151.80it/s, v_num=0]
Epoch 1: 86%|βββββββββ | 19/22 [00:00<00:00, 150.59it/s, v_num=0]
Epoch 1: 91%|βββββββββ | 20/22 [00:00<00:00, 151.97it/s, v_num=0]
Epoch 1: 91%|βββββββββ | 20/22 [00:00<00:00, 149.47it/s, v_num=0]
Epoch 1: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.77it/s, v_num=0]
Epoch 1: 95%|ββββββββββ| 21/22 [00:00<00:00, 150.87it/s, v_num=0]
Epoch 1: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.35it/s, v_num=0]
Epoch 1: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.16it/s, v_num=0]
Epoch 1: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.08it/s, v_num=0]
Epoch 1: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 2: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 2: 5%|β | 1/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 2: 5%|β | 1/22 [00:00<00:00, 116.08it/s, v_num=0]
Epoch 2: 9%|β | 2/22 [00:00<00:00, 147.63it/s, v_num=0]
Epoch 2: 9%|β | 2/22 [00:00<00:00, 138.22it/s, v_num=0]
Epoch 2: 14%|ββ | 3/22 [00:00<00:00, 151.41it/s, v_num=0]
Epoch 2: 14%|ββ | 3/22 [00:00<00:00, 137.67it/s, v_num=0]
Epoch 2: 18%|ββ | 4/22 [00:00<00:00, 146.02it/s, v_num=0]
Epoch 2: 18%|ββ | 4/22 [00:00<00:00, 136.48it/s, v_num=0]
Epoch 2: 23%|βββ | 5/22 [00:00<00:00, 145.71it/s, v_num=0]
Epoch 2: 23%|βββ | 5/22 [00:00<00:00, 142.36it/s, v_num=0]
Epoch 2: 27%|βββ | 6/22 [00:00<00:00, 143.27it/s, v_num=0]
Epoch 2: 27%|βββ | 6/22 [00:00<00:00, 135.05it/s, v_num=0]
Epoch 2: 32%|ββββ | 7/22 [00:00<00:00, 140.20it/s, v_num=0]
Epoch 2: 32%|ββββ | 7/22 [00:00<00:00, 137.84it/s, v_num=0]
Epoch 2: 36%|ββββ | 8/22 [00:00<00:00, 144.13it/s, v_num=0]
Epoch 2: 36%|ββββ | 8/22 [00:00<00:00, 141.06it/s, v_num=0]
Epoch 2: 41%|ββββ | 9/22 [00:00<00:00, 146.53it/s, v_num=0]
Epoch 2: 41%|ββββ | 9/22 [00:00<00:00, 144.63it/s, v_num=0]
Epoch 2: 45%|βββββ | 10/22 [00:00<00:00, 148.68it/s, v_num=0]
Epoch 2: 45%|βββββ | 10/22 [00:00<00:00, 146.28it/s, v_num=0]
Epoch 2: 50%|βββββ | 11/22 [00:00<00:00, 149.24it/s, v_num=0]
Epoch 2: 50%|βββββ | 11/22 [00:00<00:00, 145.11it/s, v_num=0]
Epoch 2: 55%|ββββββ | 12/22 [00:00<00:00, 148.26it/s, v_num=0]
Epoch 2: 55%|ββββββ | 12/22 [00:00<00:00, 144.24it/s, v_num=0]
Epoch 2: 59%|ββββββ | 13/22 [00:00<00:00, 147.45it/s, v_num=0]
Epoch 2: 59%|ββββββ | 13/22 [00:00<00:00, 144.46it/s, v_num=0]
Epoch 2: 64%|βββββββ | 14/22 [00:00<00:00, 147.60it/s, v_num=0]
Epoch 2: 64%|βββββββ | 14/22 [00:00<00:00, 144.17it/s, v_num=0]
Epoch 2: 68%|βββββββ | 15/22 [00:00<00:00, 146.88it/s, v_num=0]
Epoch 2: 68%|βββββββ | 15/22 [00:00<00:00, 143.79it/s, v_num=0]
Epoch 2: 73%|ββββββββ | 16/22 [00:00<00:00, 146.38it/s, v_num=0]
Epoch 2: 73%|ββββββββ | 16/22 [00:00<00:00, 145.10it/s, v_num=0]
Epoch 2: 77%|ββββββββ | 17/22 [00:00<00:00, 147.03it/s, v_num=0]
Epoch 2: 77%|ββββββββ | 17/22 [00:00<00:00, 145.79it/s, v_num=0]
Epoch 2: 82%|βββββββββ | 18/22 [00:00<00:00, 148.38it/s, v_num=0]
Epoch 2: 82%|βββββββββ | 18/22 [00:00<00:00, 147.21it/s, v_num=0]
Epoch 2: 86%|βββββββββ | 19/22 [00:00<00:00, 149.97it/s, v_num=0]
Epoch 2: 86%|βββββββββ | 19/22 [00:00<00:00, 149.07it/s, v_num=0]
Epoch 2: 91%|βββββββββ | 20/22 [00:00<00:00, 151.14it/s, v_num=0]
Epoch 2: 91%|βββββββββ | 20/22 [00:00<00:00, 150.28it/s, v_num=0]
Epoch 2: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.76it/s, v_num=0]
Epoch 2: 95%|ββββββββββ| 21/22 [00:00<00:00, 149.26it/s, v_num=0]
Epoch 2: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.74it/s, v_num=0]
Epoch 2: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.61it/s, v_num=0]
Epoch 2: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.50it/s, v_num=0]
Epoch 2: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 3: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 3: 5%|β | 1/22 [00:00<00:00, 139.66it/s, v_num=0]
Epoch 3: 5%|β | 1/22 [00:00<00:00, 125.91it/s, v_num=0]
Epoch 3: 9%|β | 2/22 [00:00<00:00, 151.99it/s, v_num=0]
Epoch 3: 9%|β | 2/22 [00:00<00:00, 130.98it/s, v_num=0]
Epoch 3: 14%|ββ | 3/22 [00:00<00:00, 151.68it/s, v_num=0]
Epoch 3: 14%|ββ | 3/22 [00:00<00:00, 138.29it/s, v_num=0]
Epoch 3: 18%|ββ | 4/22 [00:00<00:00, 150.06it/s, v_num=0]
Epoch 3: 18%|ββ | 4/22 [00:00<00:00, 137.52it/s, v_num=0]
Epoch 3: 23%|βββ | 5/22 [00:00<00:00, 145.82it/s, v_num=0]
Epoch 3: 23%|βββ | 5/22 [00:00<00:00, 141.96it/s, v_num=0]
Epoch 3: 27%|βββ | 6/22 [00:00<00:00, 148.79it/s, v_num=0]
Epoch 3: 27%|βββ | 6/22 [00:00<00:00, 145.78it/s, v_num=0]
Epoch 3: 32%|ββββ | 7/22 [00:00<00:00, 153.27it/s, v_num=0]
Epoch 3: 32%|ββββ | 7/22 [00:00<00:00, 150.62it/s, v_num=0]
Epoch 3: 36%|ββββ | 8/22 [00:00<00:00, 156.64it/s, v_num=0]
Epoch 3: 36%|ββββ | 8/22 [00:00<00:00, 154.37it/s, v_num=0]
Epoch 3: 41%|ββββ | 9/22 [00:00<00:00, 159.02it/s, v_num=0]
Epoch 3: 41%|ββββ | 9/22 [00:00<00:00, 153.79it/s, v_num=0]
Epoch 3: 45%|βββββ | 10/22 [00:00<00:00, 157.78it/s, v_num=0]
Epoch 3: 45%|βββββ | 10/22 [00:00<00:00, 152.22it/s, v_num=0]
Epoch 3: 50%|βββββ | 11/22 [00:00<00:00, 156.93it/s, v_num=0]
Epoch 3: 50%|βββββ | 11/22 [00:00<00:00, 152.45it/s, v_num=0]
Epoch 3: 55%|ββββββ | 12/22 [00:00<00:00, 154.92it/s, v_num=0]
Epoch 3: 55%|ββββββ | 12/22 [00:00<00:00, 150.36it/s, v_num=0]
Epoch 3: 59%|ββββββ | 13/22 [00:00<00:00, 153.31it/s, v_num=0]
Epoch 3: 59%|ββββββ | 13/22 [00:00<00:00, 150.29it/s, v_num=0]
Epoch 3: 64%|βββββββ | 14/22 [00:00<00:00, 153.21it/s, v_num=0]
Epoch 3: 64%|βββββββ | 14/22 [00:00<00:00, 149.07it/s, v_num=0]
Epoch 3: 68%|βββββββ | 15/22 [00:00<00:00, 151.85it/s, v_num=0]
Epoch 3: 68%|βββββββ | 15/22 [00:00<00:00, 148.55it/s, v_num=0]
Epoch 3: 73%|ββββββββ | 16/22 [00:00<00:00, 151.81it/s, v_num=0]
Epoch 3: 73%|ββββββββ | 16/22 [00:00<00:00, 150.33it/s, v_num=0]
Epoch 3: 77%|ββββββββ | 17/22 [00:00<00:00, 151.35it/s, v_num=0]
Epoch 3: 77%|ββββββββ | 17/22 [00:00<00:00, 149.95it/s, v_num=0]
Epoch 3: 82%|βββββββββ | 18/22 [00:00<00:00, 153.12it/s, v_num=0]
Epoch 3: 82%|βββββββββ | 18/22 [00:00<00:00, 151.73it/s, v_num=0]
Epoch 3: 86%|βββββββββ | 19/22 [00:00<00:00, 153.33it/s, v_num=0]
Epoch 3: 86%|βββββββββ | 19/22 [00:00<00:00, 151.95it/s, v_num=0]
Epoch 3: 91%|βββββββββ | 20/22 [00:00<00:00, 154.09it/s, v_num=0]
Epoch 3: 91%|βββββββββ | 20/22 [00:00<00:00, 151.85it/s, v_num=0]
Epoch 3: 95%|ββββββββββ| 21/22 [00:00<00:00, 155.17it/s, v_num=0]
Epoch 3: 95%|ββββββββββ| 21/22 [00:00<00:00, 154.06it/s, v_num=0]
Epoch 3: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.41it/s, v_num=0]
Epoch 3: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.47it/s, v_num=0]
Epoch 3: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.51it/s, v_num=0]
Epoch 3: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 4: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 4: 5%|β | 1/22 [00:00<00:00, 173.22it/s, v_num=0]
Epoch 4: 5%|β | 1/22 [00:00<00:00, 150.28it/s, v_num=0]
Epoch 4: 9%|β | 2/22 [00:00<00:00, 175.49it/s, v_num=0]
Epoch 4: 9%|β | 2/22 [00:00<00:00, 161.55it/s, v_num=0]
Epoch 4: 14%|ββ | 3/22 [00:00<00:00, 183.00it/s, v_num=0]
Epoch 4: 14%|ββ | 3/22 [00:00<00:00, 174.05it/s, v_num=0]
Epoch 4: 18%|ββ | 4/22 [00:00<00:00, 178.27it/s, v_num=0]
Epoch 4: 18%|ββ | 4/22 [00:00<00:00, 164.13it/s, v_num=0]
Epoch 4: 23%|βββ | 5/22 [00:00<00:00, 178.45it/s, v_num=0]
Epoch 4: 23%|βββ | 5/22 [00:00<00:00, 172.20it/s, v_num=0]
Epoch 4: 27%|βββ | 6/22 [00:00<00:00, 179.04it/s, v_num=0]
Epoch 4: 27%|βββ | 6/22 [00:00<00:00, 174.85it/s, v_num=0]
Epoch 4: 32%|ββββ | 7/22 [00:00<00:00, 177.67it/s, v_num=0]
Epoch 4: 32%|ββββ | 7/22 [00:00<00:00, 174.11it/s, v_num=0]
Epoch 4: 36%|ββββ | 8/22 [00:00<00:00, 177.03it/s, v_num=0]
Epoch 4: 36%|ββββ | 8/22 [00:00<00:00, 172.76it/s, v_num=0]
Epoch 4: 41%|ββββ | 9/22 [00:00<00:00, 175.40it/s, v_num=0]
Epoch 4: 41%|ββββ | 9/22 [00:00<00:00, 172.53it/s, v_num=0]
Epoch 4: 45%|βββββ | 10/22 [00:00<00:00, 170.73it/s, v_num=0]
Epoch 4: 45%|βββββ | 10/22 [00:00<00:00, 167.42it/s, v_num=0]
Epoch 4: 50%|βββββ | 11/22 [00:00<00:00, 167.38it/s, v_num=0]
Epoch 4: 50%|βββββ | 11/22 [00:00<00:00, 164.62it/s, v_num=0]
Epoch 4: 55%|ββββββ | 12/22 [00:00<00:00, 160.29it/s, v_num=0]
Epoch 4: 55%|ββββββ | 12/22 [00:00<00:00, 158.42it/s, v_num=0]
Epoch 4: 59%|ββββββ | 13/22 [00:00<00:00, 157.54it/s, v_num=0]
Epoch 4: 59%|ββββββ | 13/22 [00:00<00:00, 155.84it/s, v_num=0]
Epoch 4: 64%|βββββββ | 14/22 [00:00<00:00, 158.08it/s, v_num=0]
Epoch 4: 64%|βββββββ | 14/22 [00:00<00:00, 156.47it/s, v_num=0]
Epoch 4: 68%|βββββββ | 15/22 [00:00<00:00, 159.40it/s, v_num=0]
Epoch 4: 68%|βββββββ | 15/22 [00:00<00:00, 158.04it/s, v_num=0]
Epoch 4: 73%|ββββββββ | 16/22 [00:00<00:00, 159.03it/s, v_num=0]
Epoch 4: 73%|ββββββββ | 16/22 [00:00<00:00, 157.46it/s, v_num=0]
Epoch 4: 77%|ββββββββ | 17/22 [00:00<00:00, 160.58it/s, v_num=0]
Epoch 4: 77%|ββββββββ | 17/22 [00:00<00:00, 158.72it/s, v_num=0]
Epoch 4: 82%|βββββββββ | 18/22 [00:00<00:00, 160.74it/s, v_num=0]
Epoch 4: 82%|βββββββββ | 18/22 [00:00<00:00, 159.58it/s, v_num=0]
Epoch 4: 86%|βββββββββ | 19/22 [00:00<00:00, 160.90it/s, v_num=0]
Epoch 4: 86%|βββββββββ | 19/22 [00:00<00:00, 157.80it/s, v_num=0]
Epoch 4: 91%|βββββββββ | 20/22 [00:00<00:00, 161.13it/s, v_num=0]
Epoch 4: 91%|βββββββββ | 20/22 [00:00<00:00, 160.09it/s, v_num=0]
Epoch 4: 95%|ββββββββββ| 21/22 [00:00<00:00, 160.84it/s, v_num=0]
Epoch 4: 95%|ββββββββββ| 21/22 [00:00<00:00, 159.78it/s, v_num=0]
Epoch 4: 100%|ββββββββββ| 22/22 [00:00<00:00, 161.47it/s, v_num=0]
Epoch 4: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.62it/s, v_num=0]
Epoch 4: 100%|ββββββββββ| 22/22 [00:00<00:00, 158.32it/s, v_num=0]
Epoch 4: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 5: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 5: 5%|β | 1/22 [00:00<00:00, 189.59it/s, v_num=0]
Epoch 5: 5%|β | 1/22 [00:00<00:00, 142.39it/s, v_num=0]
Epoch 5: 9%|β | 2/22 [00:00<00:00, 187.61it/s, v_num=0]
Epoch 5: 9%|β | 2/22 [00:00<00:00, 168.92it/s, v_num=0]
Epoch 5: 14%|ββ | 3/22 [00:00<00:00, 192.26it/s, v_num=0]
Epoch 5: 14%|ββ | 3/22 [00:00<00:00, 178.72it/s, v_num=0]
Epoch 5: 18%|ββ | 4/22 [00:00<00:00, 196.76it/s, v_num=0]
Epoch 5: 18%|ββ | 4/22 [00:00<00:00, 183.53it/s, v_num=0]
Epoch 5: 23%|βββ | 5/22 [00:00<00:00, 193.26it/s, v_num=0]
Epoch 5: 23%|βββ | 5/22 [00:00<00:00, 183.74it/s, v_num=0]
Epoch 5: 27%|βββ | 6/22 [00:00<00:00, 191.88it/s, v_num=0]
Epoch 5: 27%|βββ | 6/22 [00:00<00:00, 184.59it/s, v_num=0]
Epoch 5: 32%|ββββ | 7/22 [00:00<00:00, 186.87it/s, v_num=0]
Epoch 5: 32%|ββββ | 7/22 [00:00<00:00, 180.12it/s, v_num=0]
Epoch 5: 36%|ββββ | 8/22 [00:00<00:00, 187.40it/s, v_num=0]
Epoch 5: 36%|ββββ | 8/22 [00:00<00:00, 182.20it/s, v_num=0]
Epoch 5: 41%|ββββ | 9/22 [00:00<00:00, 188.55it/s, v_num=0]
Epoch 5: 41%|ββββ | 9/22 [00:00<00:00, 183.89it/s, v_num=0]
Epoch 5: 45%|βββββ | 10/22 [00:00<00:00, 189.73it/s, v_num=0]
Epoch 5: 45%|βββββ | 10/22 [00:00<00:00, 185.01it/s, v_num=0]
Epoch 5: 50%|βββββ | 11/22 [00:00<00:00, 191.08it/s, v_num=0]
Epoch 5: 50%|βββββ | 11/22 [00:00<00:00, 187.00it/s, v_num=0]
Epoch 5: 55%|ββββββ | 12/22 [00:00<00:00, 192.00it/s, v_num=0]
Epoch 5: 55%|ββββββ | 12/22 [00:00<00:00, 188.45it/s, v_num=0]
Epoch 5: 59%|ββββββ | 13/22 [00:00<00:00, 193.06it/s, v_num=0]
Epoch 5: 59%|ββββββ | 13/22 [00:00<00:00, 189.65it/s, v_num=0]
Epoch 5: 64%|βββββββ | 14/22 [00:00<00:00, 193.63it/s, v_num=0]
Epoch 5: 64%|βββββββ | 14/22 [00:00<00:00, 190.56it/s, v_num=0]
Epoch 5: 68%|βββββββ | 15/22 [00:00<00:00, 193.79it/s, v_num=0]
Epoch 5: 68%|βββββββ | 15/22 [00:00<00:00, 190.49it/s, v_num=0]
Epoch 5: 73%|ββββββββ | 16/22 [00:00<00:00, 193.49it/s, v_num=0]
Epoch 5: 73%|ββββββββ | 16/22 [00:00<00:00, 190.72it/s, v_num=0]
Epoch 5: 77%|ββββββββ | 17/22 [00:00<00:00, 194.02it/s, v_num=0]
Epoch 5: 77%|ββββββββ | 17/22 [00:00<00:00, 191.40it/s, v_num=0]
Epoch 5: 82%|βββββββββ | 18/22 [00:00<00:00, 194.11it/s, v_num=0]
Epoch 5: 82%|βββββββββ | 18/22 [00:00<00:00, 191.62it/s, v_num=0]
Epoch 5: 86%|βββββββββ | 19/22 [00:00<00:00, 194.51it/s, v_num=0]
Epoch 5: 86%|βββββββββ | 19/22 [00:00<00:00, 192.05it/s, v_num=0]
Epoch 5: 91%|βββββββββ | 20/22 [00:00<00:00, 194.73it/s, v_num=0]
Epoch 5: 91%|βββββββββ | 20/22 [00:00<00:00, 192.47it/s, v_num=0]
Epoch 5: 95%|ββββββββββ| 21/22 [00:00<00:00, 194.90it/s, v_num=0]
Epoch 5: 95%|ββββββββββ| 21/22 [00:00<00:00, 192.74it/s, v_num=0]
Epoch 5: 100%|ββββββββββ| 22/22 [00:00<00:00, 193.46it/s, v_num=0]
Epoch 5: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.76it/s, v_num=0]
Epoch 5: 100%|ββββββββββ| 22/22 [00:00<00:00, 186.44it/s, v_num=0]
Epoch 5: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 6: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 6: 5%|β | 1/22 [00:00<00:00, 158.44it/s, v_num=0]
Epoch 6: 5%|β | 1/22 [00:00<00:00, 133.15it/s, v_num=0]
Epoch 6: 9%|β | 2/22 [00:00<00:00, 177.28it/s, v_num=0]
Epoch 6: 9%|β | 2/22 [00:00<00:00, 161.39it/s, v_num=0]
Epoch 6: 14%|ββ | 3/22 [00:00<00:00, 186.80it/s, v_num=0]
Epoch 6: 14%|ββ | 3/22 [00:00<00:00, 174.60it/s, v_num=0]
Epoch 6: 18%|ββ | 4/22 [00:00<00:00, 191.28it/s, v_num=0]
Epoch 6: 18%|ββ | 4/22 [00:00<00:00, 181.88it/s, v_num=0]
Epoch 6: 23%|βββ | 5/22 [00:00<00:00, 24.46it/s, v_num=0]
Epoch 6: 23%|βββ | 5/22 [00:00<00:00, 24.30it/s, v_num=0]
Epoch 6: 27%|βββ | 6/22 [00:00<00:00, 28.58it/s, v_num=0]
Epoch 6: 27%|βββ | 6/22 [00:00<00:00, 28.24it/s, v_num=0]
Epoch 6: 32%|ββββ | 7/22 [00:00<00:00, 32.28it/s, v_num=0]
Epoch 6: 32%|ββββ | 7/22 [00:00<00:00, 32.12it/s, v_num=0]
Epoch 6: 36%|ββββ | 8/22 [00:00<00:00, 36.04it/s, v_num=0]
Epoch 6: 36%|ββββ | 8/22 [00:00<00:00, 35.90it/s, v_num=0]
Epoch 6: 41%|ββββ | 9/22 [00:00<00:00, 39.62it/s, v_num=0]
Epoch 6: 41%|ββββ | 9/22 [00:00<00:00, 39.39it/s, v_num=0]
Epoch 6: 45%|βββββ | 10/22 [00:00<00:00, 42.86it/s, v_num=0]
Epoch 6: 45%|βββββ | 10/22 [00:00<00:00, 42.63it/s, v_num=0]
Epoch 6: 50%|βββββ | 11/22 [00:00<00:00, 45.95it/s, v_num=0]
Epoch 6: 50%|βββββ | 11/22 [00:00<00:00, 45.71it/s, v_num=0]
Epoch 6: 55%|ββββββ | 12/22 [00:00<00:00, 49.01it/s, v_num=0]
Epoch 6: 55%|ββββββ | 12/22 [00:00<00:00, 48.52it/s, v_num=0]
Epoch 6: 59%|ββββββ | 13/22 [00:00<00:00, 51.35it/s, v_num=0]
Epoch 6: 59%|ββββββ | 13/22 [00:00<00:00, 51.17it/s, v_num=0]
Epoch 6: 64%|βββββββ | 14/22 [00:00<00:00, 54.15it/s, v_num=0]
Epoch 6: 64%|βββββββ | 14/22 [00:00<00:00, 53.92it/s, v_num=0]
Epoch 6: 68%|βββββββ | 15/22 [00:00<00:00, 56.68it/s, v_num=0]
Epoch 6: 68%|βββββββ | 15/22 [00:00<00:00, 56.40it/s, v_num=0]
Epoch 6: 73%|ββββββββ | 16/22 [00:00<00:00, 59.17it/s, v_num=0]
Epoch 6: 73%|ββββββββ | 16/22 [00:00<00:00, 58.94it/s, v_num=0]
Epoch 6: 77%|ββββββββ | 17/22 [00:00<00:00, 61.56it/s, v_num=0]
Epoch 6: 77%|ββββββββ | 17/22 [00:00<00:00, 61.34it/s, v_num=0]
Epoch 6: 82%|βββββββββ | 18/22 [00:00<00:00, 63.95it/s, v_num=0]
Epoch 6: 82%|βββββββββ | 18/22 [00:00<00:00, 63.43it/s, v_num=0]
Epoch 6: 86%|βββββββββ | 19/22 [00:00<00:00, 65.66it/s, v_num=0]
Epoch 6: 86%|βββββββββ | 19/22 [00:00<00:00, 65.29it/s, v_num=0]
Epoch 6: 91%|βββββββββ | 20/22 [00:00<00:00, 67.12it/s, v_num=0]
Epoch 6: 91%|βββββββββ | 20/22 [00:00<00:00, 66.90it/s, v_num=0]
Epoch 6: 95%|ββββββββββ| 21/22 [00:00<00:00, 69.17it/s, v_num=0]
Epoch 6: 95%|ββββββββββ| 21/22 [00:00<00:00, 68.96it/s, v_num=0]
Epoch 6: 100%|ββββββββββ| 22/22 [00:00<00:00, 71.18it/s, v_num=0]
Epoch 6: 100%|ββββββββββ| 22/22 [00:00<00:00, 70.91it/s, v_num=0]
Epoch 6: 100%|ββββββββββ| 22/22 [00:00<00:00, 70.62it/s, v_num=0]
Epoch 6: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 7: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 7: 5%|β | 1/22 [00:00<00:00, 155.20it/s, v_num=0]
Epoch 7: 5%|β | 1/22 [00:00<00:00, 132.21it/s, v_num=0]
Epoch 7: 9%|β | 2/22 [00:00<00:00, 168.22it/s, v_num=0]
Epoch 7: 9%|β | 2/22 [00:00<00:00, 155.35it/s, v_num=0]
Epoch 7: 14%|ββ | 3/22 [00:00<00:00, 167.78it/s, v_num=0]
Epoch 7: 14%|ββ | 3/22 [00:00<00:00, 157.04it/s, v_num=0]
Epoch 7: 18%|ββ | 4/22 [00:00<00:00, 163.54it/s, v_num=0]
Epoch 7: 18%|ββ | 4/22 [00:00<00:00, 154.74it/s, v_num=0]
Epoch 7: 23%|βββ | 5/22 [00:00<00:00, 166.49it/s, v_num=0]
Epoch 7: 23%|βββ | 5/22 [00:00<00:00, 161.71it/s, v_num=0]
Epoch 7: 27%|βββ | 6/22 [00:00<00:00, 172.22it/s, v_num=0]
Epoch 7: 27%|βββ | 6/22 [00:00<00:00, 167.71it/s, v_num=0]
Epoch 7: 32%|ββββ | 7/22 [00:00<00:00, 173.39it/s, v_num=0]
Epoch 7: 32%|ββββ | 7/22 [00:00<00:00, 163.39it/s, v_num=0]
Epoch 7: 36%|ββββ | 8/22 [00:00<00:00, 167.03it/s, v_num=0]
Epoch 7: 36%|ββββ | 8/22 [00:00<00:00, 163.91it/s, v_num=0]
Epoch 7: 41%|ββββ | 9/22 [00:00<00:00, 169.08it/s, v_num=0]
Epoch 7: 41%|ββββ | 9/22 [00:00<00:00, 165.43it/s, v_num=0]
Epoch 7: 45%|βββββ | 10/22 [00:00<00:00, 171.02it/s, v_num=0]
Epoch 7: 45%|βββββ | 10/22 [00:00<00:00, 166.88it/s, v_num=0]
Epoch 7: 50%|βββββ | 11/22 [00:00<00:00, 172.03it/s, v_num=0]
Epoch 7: 50%|βββββ | 11/22 [00:00<00:00, 169.81it/s, v_num=0]
Epoch 7: 55%|ββββββ | 12/22 [00:00<00:00, 173.57it/s, v_num=0]
Epoch 7: 55%|ββββββ | 12/22 [00:00<00:00, 171.24it/s, v_num=0]
Epoch 7: 59%|ββββββ | 13/22 [00:00<00:00, 172.04it/s, v_num=0]
Epoch 7: 59%|ββββββ | 13/22 [00:00<00:00, 169.79it/s, v_num=0]
Epoch 7: 64%|βββββββ | 14/22 [00:00<00:00, 173.43it/s, v_num=0]
Epoch 7: 64%|βββββββ | 14/22 [00:00<00:00, 171.65it/s, v_num=0]
Epoch 7: 68%|βββββββ | 15/22 [00:00<00:00, 175.54it/s, v_num=0]
Epoch 7: 68%|βββββββ | 15/22 [00:00<00:00, 173.61it/s, v_num=0]
Epoch 7: 73%|ββββββββ | 16/22 [00:00<00:00, 176.00it/s, v_num=0]
Epoch 7: 73%|ββββββββ | 16/22 [00:00<00:00, 165.01it/s, v_num=0]
Epoch 7: 77%|ββββββββ | 17/22 [00:00<00:00, 166.55it/s, v_num=0]
Epoch 7: 77%|ββββββββ | 17/22 [00:00<00:00, 163.47it/s, v_num=0]
Epoch 7: 82%|βββββββββ | 18/22 [00:00<00:00, 165.77it/s, v_num=0]
Epoch 7: 82%|βββββββββ | 18/22 [00:00<00:00, 162.71it/s, v_num=0]
Epoch 7: 86%|βββββββββ | 19/22 [00:00<00:00, 164.19it/s, v_num=0]
Epoch 7: 86%|βββββββββ | 19/22 [00:00<00:00, 161.41it/s, v_num=0]
Epoch 7: 91%|βββββββββ | 20/22 [00:00<00:00, 161.18it/s, v_num=0]
Epoch 7: 91%|βββββββββ | 20/22 [00:00<00:00, 157.30it/s, v_num=0]
Epoch 7: 95%|ββββββββββ| 21/22 [00:00<00:00, 156.04it/s, v_num=0]
Epoch 7: 95%|ββββββββββ| 21/22 [00:00<00:00, 155.02it/s, v_num=0]
Epoch 7: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.15it/s, v_num=0]
Epoch 7: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.71it/s, v_num=0]
Epoch 7: 100%|ββββββββββ| 22/22 [00:00<00:00, 153.21it/s, v_num=0]
Epoch 7: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 8: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 8: 5%|β | 1/22 [00:00<00:00, 124.34it/s, v_num=0]
Epoch 8: 5%|β | 1/22 [00:00<00:00, 95.00it/s, v_num=0]
Epoch 8: 9%|β | 2/22 [00:00<00:00, 133.51it/s, v_num=0]
Epoch 8: 9%|β | 2/22 [00:00<00:00, 123.84it/s, v_num=0]
Epoch 8: 14%|ββ | 3/22 [00:00<00:00, 130.61it/s, v_num=0]
Epoch 8: 14%|ββ | 3/22 [00:00<00:00, 123.98it/s, v_num=0]
Epoch 8: 18%|ββ | 4/22 [00:00<00:00, 125.59it/s, v_num=0]
Epoch 8: 18%|ββ | 4/22 [00:00<00:00, 120.55it/s, v_num=0]
Epoch 8: 23%|βββ | 5/22 [00:00<00:00, 133.63it/s, v_num=0]
Epoch 8: 23%|βββ | 5/22 [00:00<00:00, 128.68it/s, v_num=0]
Epoch 8: 27%|βββ | 6/22 [00:00<00:00, 139.08it/s, v_num=0]
Epoch 8: 27%|βββ | 6/22 [00:00<00:00, 135.31it/s, v_num=0]
Epoch 8: 32%|ββββ | 7/22 [00:00<00:00, 144.41it/s, v_num=0]
Epoch 8: 32%|ββββ | 7/22 [00:00<00:00, 140.85it/s, v_num=0]
Epoch 8: 36%|ββββ | 8/22 [00:00<00:00, 145.04it/s, v_num=0]
Epoch 8: 36%|ββββ | 8/22 [00:00<00:00, 136.62it/s, v_num=0]
Epoch 8: 41%|ββββ | 9/22 [00:00<00:00, 138.21it/s, v_num=0]
Epoch 8: 41%|ββββ | 9/22 [00:00<00:00, 133.95it/s, v_num=0]
Epoch 8: 45%|βββββ | 10/22 [00:00<00:00, 138.87it/s, v_num=0]
Epoch 8: 45%|βββββ | 10/22 [00:00<00:00, 136.15it/s, v_num=0]
Epoch 8: 50%|βββββ | 11/22 [00:00<00:00, 141.34it/s, v_num=0]
Epoch 8: 50%|βββββ | 11/22 [00:00<00:00, 138.91it/s, v_num=0]
Epoch 8: 55%|ββββββ | 12/22 [00:00<00:00, 143.00it/s, v_num=0]
Epoch 8: 55%|ββββββ | 12/22 [00:00<00:00, 140.89it/s, v_num=0]
Epoch 8: 59%|ββββββ | 13/22 [00:00<00:00, 145.10it/s, v_num=0]
Epoch 8: 59%|ββββββ | 13/22 [00:00<00:00, 143.18it/s, v_num=0]
Epoch 8: 64%|βββββββ | 14/22 [00:00<00:00, 147.67it/s, v_num=0]
Epoch 8: 64%|βββββββ | 14/22 [00:00<00:00, 145.29it/s, v_num=0]
Epoch 8: 68%|βββββββ | 15/22 [00:00<00:00, 149.43it/s, v_num=0]
Epoch 8: 68%|βββββββ | 15/22 [00:00<00:00, 147.62it/s, v_num=0]
Epoch 8: 73%|ββββββββ | 16/22 [00:00<00:00, 149.04it/s, v_num=0]
Epoch 8: 73%|ββββββββ | 16/22 [00:00<00:00, 147.25it/s, v_num=0]
Epoch 8: 77%|ββββββββ | 17/22 [00:00<00:00, 146.80it/s, v_num=0]
Epoch 8: 77%|ββββββββ | 17/22 [00:00<00:00, 145.20it/s, v_num=0]
Epoch 8: 82%|βββββββββ | 18/22 [00:00<00:00, 148.57it/s, v_num=0]
Epoch 8: 82%|βββββββββ | 18/22 [00:00<00:00, 147.08it/s, v_num=0]
Epoch 8: 86%|βββββββββ | 19/22 [00:00<00:00, 150.57it/s, v_num=0]
Epoch 8: 86%|βββββββββ | 19/22 [00:00<00:00, 149.11it/s, v_num=0]
Epoch 8: 91%|βββββββββ | 20/22 [00:00<00:00, 148.80it/s, v_num=0]
Epoch 8: 91%|βββββββββ | 20/22 [00:00<00:00, 147.76it/s, v_num=0]
Epoch 8: 95%|ββββββββββ| 21/22 [00:00<00:00, 148.69it/s, v_num=0]
Epoch 8: 95%|ββββββββββ| 21/22 [00:00<00:00, 145.57it/s, v_num=0]
Epoch 8: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.17it/s, v_num=0]
Epoch 8: 100%|ββββββββββ| 22/22 [00:00<00:00, 145.82it/s, v_num=0]
Epoch 8: 100%|ββββββββββ| 22/22 [00:00<00:00, 142.76it/s, v_num=0]
Epoch 8: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 9: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 9: 5%|β | 1/22 [00:00<00:00, 147.40it/s, v_num=0]
Epoch 9: 5%|β | 1/22 [00:00<00:00, 110.87it/s, v_num=0]
Epoch 9: 9%|β | 2/22 [00:00<00:00, 145.61it/s, v_num=0]
Epoch 9: 9%|β | 2/22 [00:00<00:00, 136.66it/s, v_num=0]
Epoch 9: 14%|ββ | 3/22 [00:00<00:00, 130.23it/s, v_num=0]
Epoch 9: 14%|ββ | 3/22 [00:00<00:00, 124.39it/s, v_num=0]
Epoch 9: 18%|ββ | 4/22 [00:00<00:00, 138.00it/s, v_num=0]
Epoch 9: 18%|ββ | 4/22 [00:00<00:00, 133.70it/s, v_num=0]
Epoch 9: 23%|βββ | 5/22 [00:00<00:00, 142.60it/s, v_num=0]
Epoch 9: 23%|βββ | 5/22 [00:00<00:00, 139.04it/s, v_num=0]
Epoch 9: 27%|βββ | 6/22 [00:00<00:00, 142.59it/s, v_num=0]
Epoch 9: 27%|βββ | 6/22 [00:00<00:00, 122.30it/s, v_num=0]
Epoch 9: 32%|ββββ | 7/22 [00:00<00:00, 131.58it/s, v_num=0]
Epoch 9: 32%|ββββ | 7/22 [00:00<00:00, 128.99it/s, v_num=0]
Epoch 9: 36%|ββββ | 8/22 [00:00<00:00, 136.07it/s, v_num=0]
Epoch 9: 36%|ββββ | 8/22 [00:00<00:00, 131.57it/s, v_num=0]
Epoch 9: 41%|ββββ | 9/22 [00:00<00:00, 137.16it/s, v_num=0]
Epoch 9: 41%|ββββ | 9/22 [00:00<00:00, 132.94it/s, v_num=0]
Epoch 9: 45%|βββββ | 10/22 [00:00<00:00, 136.17it/s, v_num=0]
Epoch 9: 45%|βββββ | 10/22 [00:00<00:00, 132.49it/s, v_num=0]
Epoch 9: 50%|βββββ | 11/22 [00:00<00:00, 136.81it/s, v_num=0]
Epoch 9: 50%|βββββ | 11/22 [00:00<00:00, 135.38it/s, v_num=0]
Epoch 9: 55%|ββββββ | 12/22 [00:00<00:00, 137.80it/s, v_num=0]
Epoch 9: 55%|ββββββ | 12/22 [00:00<00:00, 136.46it/s, v_num=0]
Epoch 9: 59%|ββββββ | 13/22 [00:00<00:00, 140.30it/s, v_num=0]
Epoch 9: 59%|ββββββ | 13/22 [00:00<00:00, 137.04it/s, v_num=0]
Epoch 9: 64%|βββββββ | 14/22 [00:00<00:00, 140.34it/s, v_num=0]
Epoch 9: 64%|βββββββ | 14/22 [00:00<00:00, 139.17it/s, v_num=0]
Epoch 9: 68%|βββββββ | 15/22 [00:00<00:00, 141.41it/s, v_num=0]
Epoch 9: 68%|βββββββ | 15/22 [00:00<00:00, 140.34it/s, v_num=0]
Epoch 9: 73%|ββββββββ | 16/22 [00:00<00:00, 141.42it/s, v_num=0]
Epoch 9: 73%|ββββββββ | 16/22 [00:00<00:00, 140.13it/s, v_num=0]
Epoch 9: 77%|ββββββββ | 17/22 [00:00<00:00, 140.03it/s, v_num=0]
Epoch 9: 77%|ββββββββ | 17/22 [00:00<00:00, 138.79it/s, v_num=0]
Epoch 9: 82%|βββββββββ | 18/22 [00:00<00:00, 141.04it/s, v_num=0]
Epoch 9: 82%|βββββββββ | 18/22 [00:00<00:00, 139.96it/s, v_num=0]
Epoch 9: 86%|βββββββββ | 19/22 [00:00<00:00, 141.89it/s, v_num=0]
Epoch 9: 86%|βββββββββ | 19/22 [00:00<00:00, 139.98it/s, v_num=0]
Epoch 9: 91%|βββββββββ | 20/22 [00:00<00:00, 142.40it/s, v_num=0]
Epoch 9: 91%|βββββββββ | 20/22 [00:00<00:00, 141.52it/s, v_num=0]
Epoch 9: 95%|ββββββββββ| 21/22 [00:00<00:00, 143.83it/s, v_num=0]
Epoch 9: 95%|ββββββββββ| 21/22 [00:00<00:00, 142.79it/s, v_num=0]
Epoch 9: 100%|ββββββββββ| 22/22 [00:00<00:00, 144.44it/s, v_num=0]
Epoch 9: 100%|ββββββββββ| 22/22 [00:00<00:00, 143.66it/s, v_num=0]
Epoch 9: 100%|ββββββββββ| 22/22 [00:00<00:00, 141.04it/s, v_num=0]
Epoch 9: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 10: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 10: 5%|β | 1/22 [00:00<00:00, 112.06it/s, v_num=0]
Epoch 10: 5%|β | 1/22 [00:00<00:00, 89.35it/s, v_num=0]
Epoch 10: 9%|β | 2/22 [00:00<00:00, 128.21it/s, v_num=0]
Epoch 10: 9%|β | 2/22 [00:00<00:00, 113.46it/s, v_num=0]
Epoch 10: 14%|ββ | 3/22 [00:00<00:00, 134.07it/s, v_num=0]
Epoch 10: 14%|ββ | 3/22 [00:00<00:00, 129.42it/s, v_num=0]
Epoch 10: 18%|ββ | 4/22 [00:00<00:00, 141.12it/s, v_num=0]
Epoch 10: 18%|ββ | 4/22 [00:00<00:00, 135.57it/s, v_num=0]
Epoch 10: 23%|βββ | 5/22 [00:00<00:00, 146.67it/s, v_num=0]
Epoch 10: 23%|βββ | 5/22 [00:00<00:00, 143.01it/s, v_num=0]
Epoch 10: 27%|βββ | 6/22 [00:00<00:00, 130.57it/s, v_num=0]
Epoch 10: 27%|βββ | 6/22 [00:00<00:00, 124.18it/s, v_num=0]
Epoch 10: 32%|ββββ | 7/22 [00:00<00:00, 130.14it/s, v_num=0]
Epoch 10: 32%|ββββ | 7/22 [00:00<00:00, 126.31it/s, v_num=0]
Epoch 10: 36%|ββββ | 8/22 [00:00<00:00, 127.33it/s, v_num=0]
Epoch 10: 36%|ββββ | 8/22 [00:00<00:00, 122.63it/s, v_num=0]
Epoch 10: 41%|ββββ | 9/22 [00:00<00:00, 125.95it/s, v_num=0]
Epoch 10: 41%|ββββ | 9/22 [00:00<00:00, 122.14it/s, v_num=0]
Epoch 10: 45%|βββββ | 10/22 [00:00<00:00, 126.83it/s, v_num=0]
Epoch 10: 45%|βββββ | 10/22 [00:00<00:00, 124.93it/s, v_num=0]
Epoch 10: 50%|βββββ | 11/22 [00:00<00:00, 129.36it/s, v_num=0]
Epoch 10: 50%|βββββ | 11/22 [00:00<00:00, 127.89it/s, v_num=0]
Epoch 10: 55%|ββββββ | 12/22 [00:00<00:00, 126.58it/s, v_num=0]
Epoch 10: 55%|ββββββ | 12/22 [00:00<00:00, 121.48it/s, v_num=0]
Epoch 10: 59%|ββββββ | 13/22 [00:00<00:00, 125.91it/s, v_num=0]
Epoch 10: 59%|ββββββ | 13/22 [00:00<00:00, 121.74it/s, v_num=0]
Epoch 10: 64%|βββββββ | 14/22 [00:00<00:00, 125.88it/s, v_num=0]
Epoch 10: 64%|βββββββ | 14/22 [00:00<00:00, 123.63it/s, v_num=0]
Epoch 10: 68%|βββββββ | 15/22 [00:00<00:00, 127.96it/s, v_num=0]
Epoch 10: 68%|βββββββ | 15/22 [00:00<00:00, 127.12it/s, v_num=0]
Epoch 10: 73%|ββββββββ | 16/22 [00:00<00:00, 130.43it/s, v_num=0]
Epoch 10: 73%|ββββββββ | 16/22 [00:00<00:00, 129.42it/s, v_num=0]
Epoch 10: 77%|ββββββββ | 17/22 [00:00<00:00, 131.98it/s, v_num=0]
Epoch 10: 77%|ββββββββ | 17/22 [00:00<00:00, 130.98it/s, v_num=0]
Epoch 10: 82%|βββββββββ | 18/22 [00:00<00:00, 133.76it/s, v_num=0]
Epoch 10: 82%|βββββββββ | 18/22 [00:00<00:00, 132.89it/s, v_num=0]
Epoch 10: 86%|βββββββββ | 19/22 [00:00<00:00, 135.15it/s, v_num=0]
Epoch 10: 86%|βββββββββ | 19/22 [00:00<00:00, 134.30it/s, v_num=0]
Epoch 10: 91%|βββββββββ | 20/22 [00:00<00:00, 136.12it/s, v_num=0]
Epoch 10: 91%|βββββββββ | 20/22 [00:00<00:00, 135.29it/s, v_num=0]
Epoch 10: 95%|ββββββββββ| 21/22 [00:00<00:00, 137.41it/s, v_num=0]
Epoch 10: 95%|ββββββββββ| 21/22 [00:00<00:00, 136.65it/s, v_num=0]
Epoch 10: 100%|ββββββββββ| 22/22 [00:00<00:00, 139.28it/s, v_num=0]
Epoch 10: 100%|ββββββββββ| 22/22 [00:00<00:00, 138.39it/s, v_num=0]
Epoch 10: 100%|ββββββββββ| 22/22 [00:00<00:00, 137.44it/s, v_num=0]
Epoch 10: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 11: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 11: 5%|β | 1/22 [00:00<00:00, 166.76it/s, v_num=0]
Epoch 11: 5%|β | 1/22 [00:00<00:00, 141.51it/s, v_num=0]
Epoch 11: 9%|β | 2/22 [00:00<00:00, 165.41it/s, v_num=0]
Epoch 11: 9%|β | 2/22 [00:00<00:00, 154.24it/s, v_num=0]
Epoch 11: 14%|ββ | 3/22 [00:00<00:00, 175.39it/s, v_num=0]
Epoch 11: 14%|ββ | 3/22 [00:00<00:00, 166.41it/s, v_num=0]
Epoch 11: 18%|ββ | 4/22 [00:00<00:00, 180.12it/s, v_num=0]
Epoch 11: 18%|ββ | 4/22 [00:00<00:00, 173.55it/s, v_num=0]
Epoch 11: 23%|βββ | 5/22 [00:00<00:00, 183.32it/s, v_num=0]
Epoch 11: 23%|βββ | 5/22 [00:00<00:00, 175.15it/s, v_num=0]
Epoch 11: 27%|βββ | 6/22 [00:00<00:00, 181.65it/s, v_num=0]
Epoch 11: 27%|βββ | 6/22 [00:00<00:00, 177.02it/s, v_num=0]
Epoch 11: 32%|ββββ | 7/22 [00:00<00:00, 183.84it/s, v_num=0]
Epoch 11: 32%|ββββ | 7/22 [00:00<00:00, 180.21it/s, v_num=0]
Epoch 11: 36%|ββββ | 8/22 [00:00<00:00, 184.85it/s, v_num=0]
Epoch 11: 36%|ββββ | 8/22 [00:00<00:00, 174.98it/s, v_num=0]
Epoch 11: 41%|ββββ | 9/22 [00:00<00:00, 176.88it/s, v_num=0]
Epoch 11: 41%|ββββ | 9/22 [00:00<00:00, 173.74it/s, v_num=0]
Epoch 11: 45%|βββββ | 10/22 [00:00<00:00, 177.87it/s, v_num=0]
Epoch 11: 45%|βββββ | 10/22 [00:00<00:00, 175.11it/s, v_num=0]
Epoch 11: 50%|βββββ | 11/22 [00:00<00:00, 179.25it/s, v_num=0]
Epoch 11: 50%|βββββ | 11/22 [00:00<00:00, 176.48it/s, v_num=0]
Epoch 11: 55%|ββββββ | 12/22 [00:00<00:00, 180.03it/s, v_num=0]
Epoch 11: 55%|ββββββ | 12/22 [00:00<00:00, 177.55it/s, v_num=0]
Epoch 11: 59%|ββββββ | 13/22 [00:00<00:00, 181.18it/s, v_num=0]
Epoch 11: 59%|ββββββ | 13/22 [00:00<00:00, 178.70it/s, v_num=0]
Epoch 11: 64%|βββββββ | 14/22 [00:00<00:00, 181.82it/s, v_num=0]
Epoch 11: 64%|βββββββ | 14/22 [00:00<00:00, 179.92it/s, v_num=0]
Epoch 11: 68%|βββββββ | 15/22 [00:00<00:00, 174.78it/s, v_num=0]
Epoch 11: 68%|βββββββ | 15/22 [00:00<00:00, 170.51it/s, v_num=0]
Epoch 11: 73%|ββββββββ | 16/22 [00:00<00:00, 171.76it/s, v_num=0]
Epoch 11: 73%|ββββββββ | 16/22 [00:00<00:00, 169.92it/s, v_num=0]
Epoch 11: 77%|ββββββββ | 17/22 [00:00<00:00, 171.38it/s, v_num=0]
Epoch 11: 77%|ββββββββ | 17/22 [00:00<00:00, 168.13it/s, v_num=0]
Epoch 11: 82%|βββββββββ | 18/22 [00:00<00:00, 169.28it/s, v_num=0]
Epoch 11: 82%|βββββββββ | 18/22 [00:00<00:00, 167.82it/s, v_num=0]
Epoch 11: 86%|βββββββββ | 19/22 [00:00<00:00, 169.25it/s, v_num=0]
Epoch 11: 86%|βββββββββ | 19/22 [00:00<00:00, 166.03it/s, v_num=0]
Epoch 11: 91%|βββββββββ | 20/22 [00:00<00:00, 167.03it/s, v_num=0]
Epoch 11: 91%|βββββββββ | 20/22 [00:00<00:00, 165.88it/s, v_num=0]
Epoch 11: 95%|ββββββββββ| 21/22 [00:00<00:00, 167.17it/s, v_num=0]
Epoch 11: 95%|ββββββββββ| 21/22 [00:00<00:00, 165.45it/s, v_num=0]
Epoch 11: 100%|ββββββββββ| 22/22 [00:00<00:00, 168.52it/s, v_num=0]
Epoch 11: 100%|ββββββββββ| 22/22 [00:00<00:00, 166.93it/s, v_num=0]
Epoch 11: 100%|ββββββββββ| 22/22 [00:00<00:00, 165.40it/s, v_num=0]
Epoch 11: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 12: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 12: 5%|β | 1/22 [00:00<00:00, 185.89it/s, v_num=0]
Epoch 12: 5%|β | 1/22 [00:00<00:00, 149.66it/s, v_num=0]
Epoch 12: 9%|β | 2/22 [00:00<00:00, 177.88it/s, v_num=0]
Epoch 12: 9%|β | 2/22 [00:00<00:00, 160.68it/s, v_num=0]
Epoch 12: 14%|ββ | 3/22 [00:00<00:00, 171.56it/s, v_num=0]
Epoch 12: 14%|ββ | 3/22 [00:00<00:00, 160.01it/s, v_num=0]
Epoch 12: 18%|ββ | 4/22 [00:00<00:00, 173.68it/s, v_num=0]
Epoch 12: 18%|ββ | 4/22 [00:00<00:00, 164.98it/s, v_num=0]
Epoch 12: 23%|βββ | 5/22 [00:00<00:00, 177.51it/s, v_num=0]
Epoch 12: 23%|βββ | 5/22 [00:00<00:00, 170.20it/s, v_num=0]
Epoch 12: 27%|βββ | 6/22 [00:00<00:00, 179.18it/s, v_num=0]
Epoch 12: 27%|βββ | 6/22 [00:00<00:00, 173.03it/s, v_num=0]
Epoch 12: 32%|ββββ | 7/22 [00:00<00:00, 182.61it/s, v_num=0]
Epoch 12: 32%|ββββ | 7/22 [00:00<00:00, 177.12it/s, v_num=0]
Epoch 12: 36%|ββββ | 8/22 [00:00<00:00, 185.00it/s, v_num=0]
Epoch 12: 36%|ββββ | 8/22 [00:00<00:00, 180.07it/s, v_num=0]
Epoch 12: 41%|ββββ | 9/22 [00:00<00:00, 185.89it/s, v_num=0]
Epoch 12: 41%|ββββ | 9/22 [00:00<00:00, 181.43it/s, v_num=0]
Epoch 12: 45%|βββββ | 10/22 [00:00<00:00, 182.52it/s, v_num=0]
Epoch 12: 45%|βββββ | 10/22 [00:00<00:00, 178.73it/s, v_num=0]
Epoch 12: 50%|βββββ | 11/22 [00:00<00:00, 183.53it/s, v_num=0]
Epoch 12: 50%|βββββ | 11/22 [00:00<00:00, 180.07it/s, v_num=0]
Epoch 12: 55%|ββββββ | 12/22 [00:00<00:00, 184.13it/s, v_num=0]
Epoch 12: 55%|ββββββ | 12/22 [00:00<00:00, 179.35it/s, v_num=0]
Epoch 12: 59%|ββββββ | 13/22 [00:00<00:00, 181.27it/s, v_num=0]
Epoch 12: 59%|ββββββ | 13/22 [00:00<00:00, 177.76it/s, v_num=0]
Epoch 12: 64%|βββββββ | 14/22 [00:00<00:00, 174.36it/s, v_num=0]
Epoch 12: 64%|βββββββ | 14/22 [00:00<00:00, 171.82it/s, v_num=0]
Epoch 12: 68%|βββββββ | 15/22 [00:00<00:00, 174.93it/s, v_num=0]
Epoch 12: 68%|βββββββ | 15/22 [00:00<00:00, 172.51it/s, v_num=0]
Epoch 12: 73%|ββββββββ | 16/22 [00:00<00:00, 175.87it/s, v_num=0]
Epoch 12: 73%|ββββββββ | 16/22 [00:00<00:00, 173.14it/s, v_num=0]
Epoch 12: 77%|ββββββββ | 17/22 [00:00<00:00, 174.66it/s, v_num=0]
Epoch 12: 77%|ββββββββ | 17/22 [00:00<00:00, 172.46it/s, v_num=0]
Epoch 12: 82%|βββββββββ | 18/22 [00:00<00:00, 175.53it/s, v_num=0]
Epoch 12: 82%|βββββββββ | 18/22 [00:00<00:00, 173.62it/s, v_num=0]
Epoch 12: 86%|βββββββββ | 19/22 [00:00<00:00, 176.52it/s, v_num=0]
Epoch 12: 86%|βββββββββ | 19/22 [00:00<00:00, 174.56it/s, v_num=0]
Epoch 12: 91%|βββββββββ | 20/22 [00:00<00:00, 176.59it/s, v_num=0]
Epoch 12: 91%|βββββββββ | 20/22 [00:00<00:00, 174.24it/s, v_num=0]
Epoch 12: 95%|ββββββββββ| 21/22 [00:00<00:00, 176.74it/s, v_num=0]
Epoch 12: 95%|ββββββββββ| 21/22 [00:00<00:00, 174.73it/s, v_num=0]
Epoch 12: 100%|ββββββββββ| 22/22 [00:00<00:00, 172.29it/s, v_num=0]
Epoch 12: 100%|ββββββββββ| 22/22 [00:00<00:00, 170.41it/s, v_num=0]
Epoch 12: 100%|ββββββββββ| 22/22 [00:00<00:00, 168.63it/s, v_num=0]
Epoch 12: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 13: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 13: 5%|β | 1/22 [00:00<00:00, 146.33it/s, v_num=0]
Epoch 13: 5%|β | 1/22 [00:00<00:00, 124.26it/s, v_num=0]
Epoch 13: 9%|β | 2/22 [00:00<00:00, 166.41it/s, v_num=0]
Epoch 13: 9%|β | 2/22 [00:00<00:00, 130.07it/s, v_num=0]
Epoch 13: 14%|ββ | 3/22 [00:00<00:00, 151.67it/s, v_num=0]
Epoch 13: 14%|ββ | 3/22 [00:00<00:00, 142.74it/s, v_num=0]
Epoch 13: 18%|ββ | 4/22 [00:00<00:00, 152.64it/s, v_num=0]
Epoch 13: 18%|ββ | 4/22 [00:00<00:00, 145.68it/s, v_num=0]
Epoch 13: 23%|βββ | 5/22 [00:00<00:00, 160.39it/s, v_num=0]
Epoch 13: 23%|βββ | 5/22 [00:00<00:00, 155.59it/s, v_num=0]
Epoch 13: 27%|βββ | 6/22 [00:00<00:00, 162.71it/s, v_num=0]
Epoch 13: 27%|βββ | 6/22 [00:00<00:00, 158.51it/s, v_num=0]
Epoch 13: 32%|ββββ | 7/22 [00:00<00:00, 166.44it/s, v_num=0]
Epoch 13: 32%|ββββ | 7/22 [00:00<00:00, 163.21it/s, v_num=0]
Epoch 13: 36%|ββββ | 8/22 [00:00<00:00, 167.08it/s, v_num=0]
Epoch 13: 36%|ββββ | 8/22 [00:00<00:00, 163.28it/s, v_num=0]
Epoch 13: 41%|ββββ | 9/22 [00:00<00:00, 169.21it/s, v_num=0]
Epoch 13: 41%|ββββ | 9/22 [00:00<00:00, 166.00it/s, v_num=0]
Epoch 13: 45%|βββββ | 10/22 [00:00<00:00, 171.38it/s, v_num=0]
Epoch 13: 45%|βββββ | 10/22 [00:00<00:00, 169.11it/s, v_num=0]
Epoch 13: 50%|βββββ | 11/22 [00:00<00:00, 174.58it/s, v_num=0]
Epoch 13: 50%|βββββ | 11/22 [00:00<00:00, 171.72it/s, v_num=0]
Epoch 13: 55%|ββββββ | 12/22 [00:00<00:00, 175.37it/s, v_num=0]
Epoch 13: 55%|ββββββ | 12/22 [00:00<00:00, 173.07it/s, v_num=0]
Epoch 13: 59%|ββββββ | 13/22 [00:00<00:00, 177.23it/s, v_num=0]
Epoch 13: 59%|ββββββ | 13/22 [00:00<00:00, 173.98it/s, v_num=0]
Epoch 13: 64%|βββββββ | 14/22 [00:00<00:00, 178.72it/s, v_num=0]
Epoch 13: 64%|βββββββ | 14/22 [00:00<00:00, 176.07it/s, v_num=0]
Epoch 13: 68%|βββββββ | 15/22 [00:00<00:00, 172.98it/s, v_num=0]
Epoch 13: 68%|βββββββ | 15/22 [00:00<00:00, 171.34it/s, v_num=0]
Epoch 13: 73%|ββββββββ | 16/22 [00:00<00:00, 174.59it/s, v_num=0]
Epoch 13: 73%|ββββββββ | 16/22 [00:00<00:00, 172.41it/s, v_num=0]
Epoch 13: 77%|ββββββββ | 17/22 [00:00<00:00, 174.80it/s, v_num=0]
Epoch 13: 77%|ββββββββ | 17/22 [00:00<00:00, 172.54it/s, v_num=0]
Epoch 13: 82%|βββββββββ | 18/22 [00:00<00:00, 171.92it/s, v_num=0]
Epoch 13: 82%|βββββββββ | 18/22 [00:00<00:00, 169.66it/s, v_num=0]
Epoch 13: 86%|βββββββββ | 19/22 [00:00<00:00, 172.26it/s, v_num=0]
Epoch 13: 86%|βββββββββ | 19/22 [00:00<00:00, 170.31it/s, v_num=0]
Epoch 13: 91%|βββββββββ | 20/22 [00:00<00:00, 173.10it/s, v_num=0]
Epoch 13: 91%|βββββββββ | 20/22 [00:00<00:00, 171.21it/s, v_num=0]
Epoch 13: 95%|ββββββββββ| 21/22 [00:00<00:00, 174.00it/s, v_num=0]
Epoch 13: 95%|ββββββββββ| 21/22 [00:00<00:00, 172.10it/s, v_num=0]
Epoch 13: 100%|ββββββββββ| 22/22 [00:00<00:00, 174.98it/s, v_num=0]
Epoch 13: 100%|ββββββββββ| 22/22 [00:00<00:00, 172.90it/s, v_num=0]
Epoch 13: 100%|ββββββββββ| 22/22 [00:00<00:00, 171.13it/s, v_num=0]
Epoch 13: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 14: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 14: 5%|β | 1/22 [00:00<00:00, 164.62it/s, v_num=0]
Epoch 14: 5%|β | 1/22 [00:00<00:00, 135.62it/s, v_num=0]
Epoch 14: 9%|β | 2/22 [00:00<00:00, 177.81it/s, v_num=0]
Epoch 14: 9%|β | 2/22 [00:00<00:00, 157.76it/s, v_num=0]
Epoch 14: 14%|ββ | 3/22 [00:00<00:00, 167.91it/s, v_num=0]
Epoch 14: 14%|ββ | 3/22 [00:00<00:00, 158.37it/s, v_num=0]
Epoch 14: 18%|ββ | 4/22 [00:00<00:00, 165.26it/s, v_num=0]
Epoch 14: 18%|ββ | 4/22 [00:00<00:00, 156.46it/s, v_num=0]
Epoch 14: 23%|βββ | 5/22 [00:00<00:00, 168.61it/s, v_num=0]
Epoch 14: 23%|βββ | 5/22 [00:00<00:00, 161.45it/s, v_num=0]
Epoch 14: 27%|βββ | 6/22 [00:00<00:00, 170.57it/s, v_num=0]
Epoch 14: 27%|βββ | 6/22 [00:00<00:00, 164.77it/s, v_num=0]
Epoch 14: 32%|ββββ | 7/22 [00:00<00:00, 174.35it/s, v_num=0]
Epoch 14: 32%|ββββ | 7/22 [00:00<00:00, 168.89it/s, v_num=0]
Epoch 14: 36%|ββββ | 8/22 [00:00<00:00, 176.99it/s, v_num=0]
Epoch 14: 36%|ββββ | 8/22 [00:00<00:00, 171.99it/s, v_num=0]
Epoch 14: 41%|ββββ | 9/22 [00:00<00:00, 176.99it/s, v_num=0]
Epoch 14: 41%|ββββ | 9/22 [00:00<00:00, 171.02it/s, v_num=0]
Epoch 14: 45%|βββββ | 10/22 [00:00<00:00, 174.82it/s, v_num=0]
Epoch 14: 45%|βββββ | 10/22 [00:00<00:00, 172.45it/s, v_num=0]
Epoch 14: 50%|βββββ | 11/22 [00:00<00:00, 171.16it/s, v_num=0]
Epoch 14: 50%|βββββ | 11/22 [00:00<00:00, 168.57it/s, v_num=0]
Epoch 14: 55%|ββββββ | 12/22 [00:00<00:00, 168.56it/s, v_num=0]
Epoch 14: 55%|ββββββ | 12/22 [00:00<00:00, 166.36it/s, v_num=0]
Epoch 14: 59%|ββββββ | 13/22 [00:00<00:00, 164.90it/s, v_num=0]
Epoch 14: 59%|ββββββ | 13/22 [00:00<00:00, 160.99it/s, v_num=0]
Epoch 14: 64%|βββββββ | 14/22 [00:00<00:00, 161.46it/s, v_num=0]
Epoch 14: 64%|βββββββ | 14/22 [00:00<00:00, 158.88it/s, v_num=0]
Epoch 14: 68%|βββββββ | 15/22 [00:00<00:00, 159.63it/s, v_num=0]
Epoch 14: 68%|βββββββ | 15/22 [00:00<00:00, 158.13it/s, v_num=0]
Epoch 14: 73%|ββββββββ | 16/22 [00:00<00:00, 159.81it/s, v_num=0]
Epoch 14: 73%|ββββββββ | 16/22 [00:00<00:00, 156.21it/s, v_num=0]
Epoch 14: 77%|ββββββββ | 17/22 [00:00<00:00, 157.53it/s, v_num=0]
Epoch 14: 77%|ββββββββ | 17/22 [00:00<00:00, 154.41it/s, v_num=0]
Epoch 14: 82%|βββββββββ | 18/22 [00:00<00:00, 155.47it/s, v_num=0]
Epoch 14: 82%|βββββββββ | 18/22 [00:00<00:00, 154.10it/s, v_num=0]
Epoch 14: 86%|βββββββββ | 19/22 [00:00<00:00, 155.52it/s, v_num=0]
Epoch 14: 86%|βββββββββ | 19/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 14: 91%|βββββββββ | 20/22 [00:00<00:00, 153.45it/s, v_num=0]
Epoch 14: 91%|βββββββββ | 20/22 [00:00<00:00, 151.05it/s, v_num=0]
Epoch 14: 95%|ββββββββββ| 21/22 [00:00<00:00, 152.88it/s, v_num=0]
Epoch 14: 95%|ββββββββββ| 21/22 [00:00<00:00, 150.67it/s, v_num=0]
Epoch 14: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.43it/s, v_num=0]
Epoch 14: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.17it/s, v_num=0]
Epoch 14: 100%|ββββββββββ| 22/22 [00:00<00:00, 148.57it/s, v_num=0]
Epoch 14: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 15: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 15: 5%|β | 1/22 [00:00<00:00, 176.49it/s, v_num=0]
Epoch 15: 5%|β | 1/22 [00:00<00:00, 141.39it/s, v_num=0]
Epoch 15: 9%|β | 2/22 [00:00<00:00, 162.81it/s, v_num=0]
Epoch 15: 9%|β | 2/22 [00:00<00:00, 149.47it/s, v_num=0]
Epoch 15: 14%|ββ | 3/22 [00:00<00:00, 169.12it/s, v_num=0]
Epoch 15: 14%|ββ | 3/22 [00:00<00:00, 158.55it/s, v_num=0]
Epoch 15: 18%|ββ | 4/22 [00:00<00:00, 167.93it/s, v_num=0]
Epoch 15: 18%|ββ | 4/22 [00:00<00:00, 159.71it/s, v_num=0]
Epoch 15: 23%|βββ | 5/22 [00:00<00:00, 170.64it/s, v_num=0]
Epoch 15: 23%|βββ | 5/22 [00:00<00:00, 162.07it/s, v_num=0]
Epoch 15: 27%|βββ | 6/22 [00:00<00:00, 174.17it/s, v_num=0]
Epoch 15: 27%|βββ | 6/22 [00:00<00:00, 167.71it/s, v_num=0]
Epoch 15: 32%|ββββ | 7/22 [00:00<00:00, 170.03it/s, v_num=0]
Epoch 15: 32%|ββββ | 7/22 [00:00<00:00, 162.23it/s, v_num=0]
Epoch 15: 36%|ββββ | 8/22 [00:00<00:00, 170.11it/s, v_num=0]
Epoch 15: 36%|ββββ | 8/22 [00:00<00:00, 166.01it/s, v_num=0]
Epoch 15: 41%|ββββ | 9/22 [00:00<00:00, 172.70it/s, v_num=0]
Epoch 15: 41%|ββββ | 9/22 [00:00<00:00, 168.76it/s, v_num=0]
Epoch 15: 45%|βββββ | 10/22 [00:00<00:00, 174.41it/s, v_num=0]
Epoch 15: 45%|βββββ | 10/22 [00:00<00:00, 170.85it/s, v_num=0]
Epoch 15: 50%|βββββ | 11/22 [00:00<00:00, 176.28it/s, v_num=0]
Epoch 15: 50%|βββββ | 11/22 [00:00<00:00, 172.86it/s, v_num=0]
Epoch 15: 55%|ββββββ | 12/22 [00:00<00:00, 178.28it/s, v_num=0]
Epoch 15: 55%|ββββββ | 12/22 [00:00<00:00, 175.26it/s, v_num=0]
Epoch 15: 59%|ββββββ | 13/22 [00:00<00:00, 176.89it/s, v_num=0]
Epoch 15: 59%|ββββββ | 13/22 [00:00<00:00, 173.90it/s, v_num=0]
Epoch 15: 64%|βββββββ | 14/22 [00:00<00:00, 176.20it/s, v_num=0]
Epoch 15: 64%|βββββββ | 14/22 [00:00<00:00, 173.54it/s, v_num=0]
Epoch 15: 68%|βββββββ | 15/22 [00:00<00:00, 175.19it/s, v_num=0]
Epoch 15: 68%|βββββββ | 15/22 [00:00<00:00, 169.42it/s, v_num=0]
Epoch 15: 73%|ββββββββ | 16/22 [00:00<00:00, 172.97it/s, v_num=0]
Epoch 15: 73%|ββββββββ | 16/22 [00:00<00:00, 170.73it/s, v_num=0]
Epoch 15: 77%|ββββββββ | 17/22 [00:00<00:00, 174.85it/s, v_num=0]
Epoch 15: 77%|ββββββββ | 17/22 [00:00<00:00, 172.84it/s, v_num=0]
Epoch 15: 82%|βββββββββ | 18/22 [00:00<00:00, 175.67it/s, v_num=0]
Epoch 15: 82%|βββββββββ | 18/22 [00:00<00:00, 173.68it/s, v_num=0]
Epoch 15: 86%|βββββββββ | 19/22 [00:00<00:00, 177.07it/s, v_num=0]
Epoch 15: 86%|βββββββββ | 19/22 [00:00<00:00, 175.21it/s, v_num=0]
Epoch 15: 91%|βββββββββ | 20/22 [00:00<00:00, 178.17it/s, v_num=0]
Epoch 15: 91%|βββββββββ | 20/22 [00:00<00:00, 176.37it/s, v_num=0]
Epoch 15: 95%|ββββββββββ| 21/22 [00:00<00:00, 176.71it/s, v_num=0]
Epoch 15: 95%|ββββββββββ| 21/22 [00:00<00:00, 175.01it/s, v_num=0]
Epoch 15: 100%|ββββββββββ| 22/22 [00:00<00:00, 177.60it/s, v_num=0]
Epoch 15: 100%|ββββββββββ| 22/22 [00:00<00:00, 175.95it/s, v_num=0]
Epoch 15: 100%|ββββββββββ| 22/22 [00:00<00:00, 174.46it/s, v_num=0]
Epoch 15: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 16: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 16: 5%|β | 1/22 [00:00<00:00, 184.09it/s, v_num=0]
Epoch 16: 5%|β | 1/22 [00:00<00:00, 149.71it/s, v_num=0]
Epoch 16: 9%|β | 2/22 [00:00<00:00, 191.78it/s, v_num=0]
Epoch 16: 9%|β | 2/22 [00:00<00:00, 171.70it/s, v_num=0]
Epoch 16: 14%|ββ | 3/22 [00:00<00:00, 193.44it/s, v_num=0]
Epoch 16: 14%|ββ | 3/22 [00:00<00:00, 180.14it/s, v_num=0]
Epoch 16: 18%|ββ | 4/22 [00:00<00:00, 195.76it/s, v_num=0]
Epoch 16: 18%|ββ | 4/22 [00:00<00:00, 185.49it/s, v_num=0]
Epoch 16: 23%|βββ | 5/22 [00:00<00:00, 192.23it/s, v_num=0]
Epoch 16: 23%|βββ | 5/22 [00:00<00:00, 186.44it/s, v_num=0]
Epoch 16: 27%|βββ | 6/22 [00:00<00:00, 183.13it/s, v_num=0]
Epoch 16: 27%|βββ | 6/22 [00:00<00:00, 178.59it/s, v_num=0]
Epoch 16: 32%|ββββ | 7/22 [00:00<00:00, 180.14it/s, v_num=0]
Epoch 16: 32%|ββββ | 7/22 [00:00<00:00, 176.28it/s, v_num=0]
Epoch 16: 36%|ββββ | 8/22 [00:00<00:00, 180.26it/s, v_num=0]
Epoch 16: 36%|ββββ | 8/22 [00:00<00:00, 176.72it/s, v_num=0]
Epoch 16: 41%|ββββ | 9/22 [00:00<00:00, 178.64it/s, v_num=0]
Epoch 16: 41%|ββββ | 9/22 [00:00<00:00, 174.77it/s, v_num=0]
Epoch 16: 45%|βββββ | 10/22 [00:00<00:00, 176.80it/s, v_num=0]
Epoch 16: 45%|βββββ | 10/22 [00:00<00:00, 173.52it/s, v_num=0]
Epoch 16: 50%|βββββ | 11/22 [00:00<00:00, 176.85it/s, v_num=0]
Epoch 16: 50%|βββββ | 11/22 [00:00<00:00, 171.04it/s, v_num=0]
Epoch 16: 55%|ββββββ | 12/22 [00:00<00:00, 171.22it/s, v_num=0]
Epoch 16: 55%|ββββββ | 12/22 [00:00<00:00, 166.75it/s, v_num=0]
Epoch 16: 59%|ββββββ | 13/22 [00:00<00:00, 169.49it/s, v_num=0]
Epoch 16: 59%|ββββββ | 13/22 [00:00<00:00, 167.65it/s, v_num=0]
Epoch 16: 64%|βββββββ | 14/22 [00:00<00:00, 170.33it/s, v_num=0]
Epoch 16: 64%|βββββββ | 14/22 [00:00<00:00, 168.08it/s, v_num=0]
Epoch 16: 68%|βββββββ | 15/22 [00:00<00:00, 170.58it/s, v_num=0]
Epoch 16: 68%|βββββββ | 15/22 [00:00<00:00, 168.43it/s, v_num=0]
Epoch 16: 73%|ββββββββ | 16/22 [00:00<00:00, 172.91it/s, v_num=0]
Epoch 16: 73%|ββββββββ | 16/22 [00:00<00:00, 170.43it/s, v_num=0]
Epoch 16: 77%|ββββββββ | 17/22 [00:00<00:00, 173.88it/s, v_num=0]
Epoch 16: 77%|ββββββββ | 17/22 [00:00<00:00, 171.56it/s, v_num=0]
Epoch 16: 82%|βββββββββ | 18/22 [00:00<00:00, 174.74it/s, v_num=0]
Epoch 16: 82%|βββββββββ | 18/22 [00:00<00:00, 172.82it/s, v_num=0]
Epoch 16: 86%|βββββββββ | 19/22 [00:00<00:00, 175.91it/s, v_num=0]
Epoch 16: 86%|βββββββββ | 19/22 [00:00<00:00, 174.15it/s, v_num=0]
Epoch 16: 91%|βββββββββ | 20/22 [00:00<00:00, 176.88it/s, v_num=0]
Epoch 16: 91%|βββββββββ | 20/22 [00:00<00:00, 174.37it/s, v_num=0]
Epoch 16: 95%|ββββββββββ| 21/22 [00:00<00:00, 176.74it/s, v_num=0]
Epoch 16: 95%|ββββββββββ| 21/22 [00:00<00:00, 175.02it/s, v_num=0]
Epoch 16: 100%|ββββββββββ| 22/22 [00:00<00:00, 177.61it/s, v_num=0]
Epoch 16: 100%|ββββββββββ| 22/22 [00:00<00:00, 175.93it/s, v_num=0]
Epoch 16: 100%|ββββββββββ| 22/22 [00:00<00:00, 174.28it/s, v_num=0]
Epoch 16: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 17: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 17: 5%|β | 1/22 [00:00<00:00, 196.20it/s, v_num=0]
Epoch 17: 5%|β | 1/22 [00:00<00:00, 156.62it/s, v_num=0]
Epoch 17: 9%|β | 2/22 [00:00<00:00, 196.71it/s, v_num=0]
Epoch 17: 9%|β | 2/22 [00:00<00:00, 175.24it/s, v_num=0]
Epoch 17: 14%|ββ | 3/22 [00:00<00:00, 188.56it/s, v_num=0]
Epoch 17: 14%|ββ | 3/22 [00:00<00:00, 174.94it/s, v_num=0]
Epoch 17: 18%|ββ | 4/22 [00:00<00:00, 191.54it/s, v_num=0]
Epoch 17: 18%|ββ | 4/22 [00:00<00:00, 181.65it/s, v_num=0]
Epoch 17: 23%|βββ | 5/22 [00:00<00:00, 194.14it/s, v_num=0]
Epoch 17: 23%|βββ | 5/22 [00:00<00:00, 185.25it/s, v_num=0]
Epoch 17: 27%|βββ | 6/22 [00:00<00:00, 193.62it/s, v_num=0]
Epoch 17: 27%|βββ | 6/22 [00:00<00:00, 182.86it/s, v_num=0]
Epoch 17: 32%|ββββ | 7/22 [00:00<00:00, 189.77it/s, v_num=0]
Epoch 17: 32%|ββββ | 7/22 [00:00<00:00, 183.98it/s, v_num=0]
Epoch 17: 36%|ββββ | 8/22 [00:00<00:00, 191.44it/s, v_num=0]
Epoch 17: 36%|ββββ | 8/22 [00:00<00:00, 185.44it/s, v_num=0]
Epoch 17: 41%|ββββ | 9/22 [00:00<00:00, 191.36it/s, v_num=0]
Epoch 17: 41%|ββββ | 9/22 [00:00<00:00, 185.92it/s, v_num=0]
Epoch 17: 45%|βββββ | 10/22 [00:00<00:00, 191.69it/s, v_num=0]
Epoch 17: 45%|βββββ | 10/22 [00:00<00:00, 186.80it/s, v_num=0]
Epoch 17: 50%|βββββ | 11/22 [00:00<00:00, 192.45it/s, v_num=0]
Epoch 17: 50%|βββββ | 11/22 [00:00<00:00, 188.68it/s, v_num=0]
Epoch 17: 55%|ββββββ | 12/22 [00:00<00:00, 192.87it/s, v_num=0]
Epoch 17: 55%|ββββββ | 12/22 [00:00<00:00, 187.43it/s, v_num=0]
Epoch 17: 59%|ββββββ | 13/22 [00:00<00:00, 191.54it/s, v_num=0]
Epoch 17: 59%|ββββββ | 13/22 [00:00<00:00, 188.34it/s, v_num=0]
Epoch 17: 64%|βββββββ | 14/22 [00:00<00:00, 192.35it/s, v_num=0]
Epoch 17: 64%|βββββββ | 14/22 [00:00<00:00, 188.98it/s, v_num=0]
Epoch 17: 68%|βββββββ | 15/22 [00:00<00:00, 192.37it/s, v_num=0]
Epoch 17: 68%|βββββββ | 15/22 [00:00<00:00, 189.05it/s, v_num=0]
Epoch 17: 73%|ββββββββ | 16/22 [00:00<00:00, 192.65it/s, v_num=0]
Epoch 17: 73%|ββββββββ | 16/22 [00:00<00:00, 189.33it/s, v_num=0]
Epoch 17: 77%|ββββββββ | 17/22 [00:00<00:00, 191.23it/s, v_num=0]
Epoch 17: 77%|ββββββββ | 17/22 [00:00<00:00, 188.66it/s, v_num=0]
Epoch 17: 82%|βββββββββ | 18/22 [00:00<00:00, 190.63it/s, v_num=0]
Epoch 17: 82%|βββββββββ | 18/22 [00:00<00:00, 186.32it/s, v_num=0]
Epoch 17: 86%|βββββββββ | 19/22 [00:00<00:00, 188.26it/s, v_num=0]
Epoch 17: 86%|βββββββββ | 19/22 [00:00<00:00, 185.54it/s, v_num=0]
Epoch 17: 91%|βββββββββ | 20/22 [00:00<00:00, 188.06it/s, v_num=0]
Epoch 17: 91%|βββββββββ | 20/22 [00:00<00:00, 186.03it/s, v_num=0]
Epoch 17: 95%|ββββββββββ| 21/22 [00:00<00:00, 188.17it/s, v_num=0]
Epoch 17: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.28it/s, v_num=0]
Epoch 17: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.67it/s, v_num=0]
Epoch 17: 100%|ββββββββββ| 22/22 [00:00<00:00, 186.92it/s, v_num=0]
Epoch 17: 100%|ββββββββββ| 22/22 [00:00<00:00, 185.07it/s, v_num=0]
Epoch 17: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 18: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 18: 5%|β | 1/22 [00:00<00:00, 184.62it/s, v_num=0]
Epoch 18: 5%|β | 1/22 [00:00<00:00, 149.85it/s, v_num=0]
Epoch 18: 9%|β | 2/22 [00:00<00:00, 184.97it/s, v_num=0]
Epoch 18: 9%|β | 2/22 [00:00<00:00, 159.76it/s, v_num=0]
Epoch 18: 14%|ββ | 3/22 [00:00<00:00, 183.78it/s, v_num=0]
Epoch 18: 14%|ββ | 3/22 [00:00<00:00, 171.71it/s, v_num=0]
Epoch 18: 18%|ββ | 4/22 [00:00<00:00, 185.53it/s, v_num=0]
Epoch 18: 18%|ββ | 4/22 [00:00<00:00, 176.57it/s, v_num=0]
Epoch 18: 23%|βββ | 5/22 [00:00<00:00, 177.11it/s, v_num=0]
Epoch 18: 23%|βββ | 5/22 [00:00<00:00, 169.97it/s, v_num=0]
Epoch 18: 27%|βββ | 6/22 [00:00<00:00, 178.87it/s, v_num=0]
Epoch 18: 27%|βββ | 6/22 [00:00<00:00, 172.94it/s, v_num=0]
Epoch 18: 32%|ββββ | 7/22 [00:00<00:00, 175.31it/s, v_num=0]
Epoch 18: 32%|ββββ | 7/22 [00:00<00:00, 166.24it/s, v_num=0]
Epoch 18: 36%|ββββ | 8/22 [00:00<00:00, 169.11it/s, v_num=0]
Epoch 18: 36%|ββββ | 8/22 [00:00<00:00, 166.13it/s, v_num=0]
Epoch 18: 41%|ββββ | 9/22 [00:00<00:00, 168.47it/s, v_num=0]
Epoch 18: 41%|ββββ | 9/22 [00:00<00:00, 162.50it/s, v_num=0]
Epoch 18: 45%|βββββ | 10/22 [00:00<00:00, 167.04it/s, v_num=0]
Epoch 18: 45%|βββββ | 10/22 [00:00<00:00, 161.43it/s, v_num=0]
Epoch 18: 50%|βββββ | 11/22 [00:00<00:00, 166.37it/s, v_num=0]
Epoch 18: 50%|βββββ | 11/22 [00:00<00:00, 163.20it/s, v_num=0]
Epoch 18: 55%|ββββββ | 12/22 [00:00<00:00, 169.37it/s, v_num=0]
Epoch 18: 55%|ββββββ | 12/22 [00:00<00:00, 164.18it/s, v_num=0]
Epoch 18: 59%|ββββββ | 13/22 [00:00<00:00, 168.63it/s, v_num=0]
Epoch 18: 59%|ββββββ | 13/22 [00:00<00:00, 165.94it/s, v_num=0]
Epoch 18: 64%|βββββββ | 14/22 [00:00<00:00, 167.09it/s, v_num=0]
Epoch 18: 64%|βββββββ | 14/22 [00:00<00:00, 162.50it/s, v_num=0]
Epoch 18: 68%|βββββββ | 15/22 [00:00<00:00, 164.40it/s, v_num=0]
Epoch 18: 68%|βββββββ | 15/22 [00:00<00:00, 162.89it/s, v_num=0]
Epoch 18: 73%|ββββββββ | 16/22 [00:00<00:00, 164.82it/s, v_num=0]
Epoch 18: 73%|ββββββββ | 16/22 [00:00<00:00, 163.45it/s, v_num=0]
Epoch 18: 77%|ββββββββ | 17/22 [00:00<00:00, 166.39it/s, v_num=0]
Epoch 18: 77%|ββββββββ | 17/22 [00:00<00:00, 163.10it/s, v_num=0]
Epoch 18: 82%|βββββββββ | 18/22 [00:00<00:00, 166.03it/s, v_num=0]
Epoch 18: 82%|βββββββββ | 18/22 [00:00<00:00, 164.68it/s, v_num=0]
Epoch 18: 86%|βββββββββ | 19/22 [00:00<00:00, 165.97it/s, v_num=0]
Epoch 18: 86%|βββββββββ | 19/22 [00:00<00:00, 164.63it/s, v_num=0]
Epoch 18: 91%|βββββββββ | 20/22 [00:00<00:00, 166.04it/s, v_num=0]
Epoch 18: 91%|βββββββββ | 20/22 [00:00<00:00, 164.83it/s, v_num=0]
Epoch 18: 95%|ββββββββββ| 21/22 [00:00<00:00, 166.00it/s, v_num=0]
Epoch 18: 95%|ββββββββββ| 21/22 [00:00<00:00, 164.93it/s, v_num=0]
Epoch 18: 100%|ββββββββββ| 22/22 [00:00<00:00, 165.79it/s, v_num=0]
Epoch 18: 100%|ββββββββββ| 22/22 [00:00<00:00, 164.75it/s, v_num=0]
Epoch 18: 100%|ββββββββββ| 22/22 [00:00<00:00, 162.12it/s, v_num=0]
Epoch 18: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 19: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 19: 5%|β | 1/22 [00:00<00:00, 143.23it/s, v_num=0]
Epoch 19: 5%|β | 1/22 [00:00<00:00, 108.66it/s, v_num=0]
Epoch 19: 9%|β | 2/22 [00:00<00:00, 139.40it/s, v_num=0]
Epoch 19: 9%|β | 2/22 [00:00<00:00, 119.15it/s, v_num=0]
Epoch 19: 14%|ββ | 3/22 [00:00<00:00, 139.14it/s, v_num=0]
Epoch 19: 14%|ββ | 3/22 [00:00<00:00, 125.12it/s, v_num=0]
Epoch 19: 18%|ββ | 4/22 [00:00<00:00, 139.69it/s, v_num=0]
Epoch 19: 18%|ββ | 4/22 [00:00<00:00, 130.52it/s, v_num=0]
Epoch 19: 23%|βββ | 5/22 [00:00<00:00, 139.16it/s, v_num=0]
Epoch 19: 23%|βββ | 5/22 [00:00<00:00, 122.62it/s, v_num=0]
Epoch 19: 27%|βββ | 6/22 [00:00<00:00, 128.18it/s, v_num=0]
Epoch 19: 27%|βββ | 6/22 [00:00<00:00, 122.69it/s, v_num=0]
Epoch 19: 32%|ββββ | 7/22 [00:00<00:00, 129.75it/s, v_num=0]
Epoch 19: 32%|ββββ | 7/22 [00:00<00:00, 127.33it/s, v_num=0]
Epoch 19: 36%|ββββ | 8/22 [00:00<00:00, 133.88it/s, v_num=0]
Epoch 19: 36%|ββββ | 8/22 [00:00<00:00, 131.96it/s, v_num=0]
Epoch 19: 41%|ββββ | 9/22 [00:00<00:00, 137.27it/s, v_num=0]
Epoch 19: 41%|ββββ | 9/22 [00:00<00:00, 133.01it/s, v_num=0]
Epoch 19: 45%|βββββ | 10/22 [00:00<00:00, 139.64it/s, v_num=0]
Epoch 19: 45%|βββββ | 10/22 [00:00<00:00, 138.01it/s, v_num=0]
Epoch 19: 50%|βββββ | 11/22 [00:00<00:00, 140.69it/s, v_num=0]
Epoch 19: 50%|βββββ | 11/22 [00:00<00:00, 136.73it/s, v_num=0]
Epoch 19: 55%|ββββββ | 12/22 [00:00<00:00, 141.31it/s, v_num=0]
Epoch 19: 55%|ββββββ | 12/22 [00:00<00:00, 137.25it/s, v_num=0]
Epoch 19: 59%|ββββββ | 13/22 [00:00<00:00, 141.15it/s, v_num=0]
Epoch 19: 59%|ββββββ | 13/22 [00:00<00:00, 139.93it/s, v_num=0]
Epoch 19: 64%|βββββββ | 14/22 [00:00<00:00, 143.99it/s, v_num=0]
Epoch 19: 64%|βββββββ | 14/22 [00:00<00:00, 142.70it/s, v_num=0]
Epoch 19: 68%|βββββββ | 15/22 [00:00<00:00, 145.03it/s, v_num=0]
Epoch 19: 68%|βββββββ | 15/22 [00:00<00:00, 143.78it/s, v_num=0]
Epoch 19: 73%|ββββββββ | 16/22 [00:00<00:00, 146.31it/s, v_num=0]
Epoch 19: 73%|ββββββββ | 16/22 [00:00<00:00, 145.15it/s, v_num=0]
Epoch 19: 77%|ββββββββ | 17/22 [00:00<00:00, 146.86it/s, v_num=0]
Epoch 19: 77%|ββββββββ | 17/22 [00:00<00:00, 145.83it/s, v_num=0]
Epoch 19: 82%|βββββββββ | 18/22 [00:00<00:00, 147.76it/s, v_num=0]
Epoch 19: 82%|βββββββββ | 18/22 [00:00<00:00, 146.74it/s, v_num=0]
Epoch 19: 86%|βββββββββ | 19/22 [00:00<00:00, 148.42it/s, v_num=0]
Epoch 19: 86%|βββββββββ | 19/22 [00:00<00:00, 145.45it/s, v_num=0]
Epoch 19: 91%|βββββββββ | 20/22 [00:00<00:00, 146.67it/s, v_num=0]
Epoch 19: 91%|βββββββββ | 20/22 [00:00<00:00, 144.50it/s, v_num=0]
Epoch 19: 95%|ββββββββββ| 21/22 [00:00<00:00, 146.97it/s, v_num=0]
Epoch 19: 95%|ββββββββββ| 21/22 [00:00<00:00, 146.20it/s, v_num=0]
Epoch 19: 100%|ββββββββββ| 22/22 [00:00<00:00, 148.06it/s, v_num=0]
Epoch 19: 100%|ββββββββββ| 22/22 [00:00<00:00, 144.83it/s, v_num=0]
Epoch 19: 100%|ββββββββββ| 22/22 [00:00<00:00, 142.66it/s, v_num=0]
Epoch 19: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 20: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 20: 5%|β | 1/22 [00:00<00:00, 146.54it/s, v_num=0]
Epoch 20: 5%|β | 1/22 [00:00<00:00, 112.45it/s, v_num=0]
Epoch 20: 9%|β | 2/22 [00:00<00:00, 150.28it/s, v_num=0]
Epoch 20: 9%|β | 2/22 [00:00<00:00, 131.39it/s, v_num=0]
Epoch 20: 14%|ββ | 3/22 [00:00<00:00, 153.25it/s, v_num=0]
Epoch 20: 14%|ββ | 3/22 [00:00<00:00, 146.34it/s, v_num=0]
Epoch 20: 18%|ββ | 4/22 [00:00<00:00, 147.40it/s, v_num=0]
Epoch 20: 18%|ββ | 4/22 [00:00<00:00, 142.83it/s, v_num=0]
Epoch 20: 23%|βββ | 5/22 [00:00<00:00, 153.35it/s, v_num=0]
Epoch 20: 23%|βββ | 5/22 [00:00<00:00, 149.15it/s, v_num=0]
Epoch 20: 27%|βββ | 6/22 [00:00<00:00, 152.77it/s, v_num=0]
Epoch 20: 27%|βββ | 6/22 [00:00<00:00, 149.33it/s, v_num=0]
Epoch 20: 32%|ββββ | 7/22 [00:00<00:00, 151.53it/s, v_num=0]
Epoch 20: 32%|ββββ | 7/22 [00:00<00:00, 148.37it/s, v_num=0]
Epoch 20: 36%|ββββ | 8/22 [00:00<00:00, 152.01it/s, v_num=0]
Epoch 20: 36%|ββββ | 8/22 [00:00<00:00, 148.77it/s, v_num=0]
Epoch 20: 41%|ββββ | 9/22 [00:00<00:00, 153.16it/s, v_num=0]
Epoch 20: 41%|ββββ | 9/22 [00:00<00:00, 150.77it/s, v_num=0]
Epoch 20: 45%|βββββ | 10/22 [00:00<00:00, 154.89it/s, v_num=0]
Epoch 20: 45%|βββββ | 10/22 [00:00<00:00, 151.38it/s, v_num=0]
Epoch 20: 50%|βββββ | 11/22 [00:00<00:00, 151.65it/s, v_num=0]
Epoch 20: 50%|βββββ | 11/22 [00:00<00:00, 149.87it/s, v_num=0]
Epoch 20: 55%|ββββββ | 12/22 [00:00<00:00, 153.27it/s, v_num=0]
Epoch 20: 55%|ββββββ | 12/22 [00:00<00:00, 151.60it/s, v_num=0]
Epoch 20: 59%|ββββββ | 13/22 [00:00<00:00, 155.49it/s, v_num=0]
Epoch 20: 59%|ββββββ | 13/22 [00:00<00:00, 153.48it/s, v_num=0]
Epoch 20: 64%|βββββββ | 14/22 [00:00<00:00, 155.57it/s, v_num=0]
Epoch 20: 64%|βββββββ | 14/22 [00:00<00:00, 153.91it/s, v_num=0]
Epoch 20: 68%|βββββββ | 15/22 [00:00<00:00, 156.03it/s, v_num=0]
Epoch 20: 68%|βββββββ | 15/22 [00:00<00:00, 151.56it/s, v_num=0]
Epoch 20: 73%|ββββββββ | 16/22 [00:00<00:00, 151.11it/s, v_num=0]
Epoch 20: 73%|ββββββββ | 16/22 [00:00<00:00, 147.84it/s, v_num=0]
Epoch 20: 77%|ββββββββ | 17/22 [00:00<00:00, 151.46it/s, v_num=0]
Epoch 20: 77%|ββββββββ | 17/22 [00:00<00:00, 150.26it/s, v_num=0]
Epoch 20: 82%|βββββββββ | 18/22 [00:00<00:00, 152.04it/s, v_num=0]
Epoch 20: 82%|βββββββββ | 18/22 [00:00<00:00, 150.77it/s, v_num=0]
Epoch 20: 86%|βββββββββ | 19/22 [00:00<00:00, 152.39it/s, v_num=0]
Epoch 20: 86%|βββββββββ | 19/22 [00:00<00:00, 151.25it/s, v_num=0]
Epoch 20: 91%|βββββββββ | 20/22 [00:00<00:00, 153.28it/s, v_num=0]
Epoch 20: 91%|βββββββββ | 20/22 [00:00<00:00, 152.24it/s, v_num=0]
Epoch 20: 95%|ββββββββββ| 21/22 [00:00<00:00, 154.77it/s, v_num=0]
Epoch 20: 95%|ββββββββββ| 21/22 [00:00<00:00, 153.73it/s, v_num=0]
Epoch 20: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.27it/s, v_num=0]
Epoch 20: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.37it/s, v_num=0]
Epoch 20: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.20it/s, v_num=0]
Epoch 20: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 21: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 21: 5%|β | 1/22 [00:00<00:00, 178.99it/s, v_num=0]
Epoch 21: 5%|β | 1/22 [00:00<00:00, 147.44it/s, v_num=0]
Epoch 21: 9%|β | 2/22 [00:00<00:00, 197.35it/s, v_num=0]
Epoch 21: 9%|β | 2/22 [00:00<00:00, 173.63it/s, v_num=0]
Epoch 21: 14%|ββ | 3/22 [00:00<00:00, 200.90it/s, v_num=0]
Epoch 21: 14%|ββ | 3/22 [00:00<00:00, 184.27it/s, v_num=0]
Epoch 21: 18%|ββ | 4/22 [00:00<00:00, 186.05it/s, v_num=0]
Epoch 21: 18%|ββ | 4/22 [00:00<00:00, 177.98it/s, v_num=0]
Epoch 21: 23%|βββ | 5/22 [00:00<00:00, 184.75it/s, v_num=0]
Epoch 21: 23%|βββ | 5/22 [00:00<00:00, 177.66it/s, v_num=0]
Epoch 21: 27%|βββ | 6/22 [00:00<00:00, 186.27it/s, v_num=0]
Epoch 21: 27%|βββ | 6/22 [00:00<00:00, 178.81it/s, v_num=0]
Epoch 21: 32%|ββββ | 7/22 [00:00<00:00, 187.85it/s, v_num=0]
Epoch 21: 32%|ββββ | 7/22 [00:00<00:00, 182.34it/s, v_num=0]
Epoch 21: 36%|ββββ | 8/22 [00:00<00:00, 189.24it/s, v_num=0]
Epoch 21: 36%|ββββ | 8/22 [00:00<00:00, 184.24it/s, v_num=0]
Epoch 21: 41%|ββββ | 9/22 [00:00<00:00, 190.75it/s, v_num=0]
Epoch 21: 41%|ββββ | 9/22 [00:00<00:00, 186.08it/s, v_num=0]
Epoch 21: 45%|βββββ | 10/22 [00:00<00:00, 190.52it/s, v_num=0]
Epoch 21: 45%|βββββ | 10/22 [00:00<00:00, 186.27it/s, v_num=0]
Epoch 21: 50%|βββββ | 11/22 [00:00<00:00, 192.35it/s, v_num=0]
Epoch 21: 50%|βββββ | 11/22 [00:00<00:00, 188.78it/s, v_num=0]
Epoch 21: 55%|ββββββ | 12/22 [00:00<00:00, 193.95it/s, v_num=0]
Epoch 21: 55%|ββββββ | 12/22 [00:00<00:00, 190.37it/s, v_num=0]
Epoch 21: 59%|ββββββ | 13/22 [00:00<00:00, 195.18it/s, v_num=0]
Epoch 21: 59%|ββββββ | 13/22 [00:00<00:00, 191.77it/s, v_num=0]
Epoch 21: 64%|βββββββ | 14/22 [00:00<00:00, 195.61it/s, v_num=0]
Epoch 21: 64%|βββββββ | 14/22 [00:00<00:00, 192.68it/s, v_num=0]
Epoch 21: 68%|βββββββ | 15/22 [00:00<00:00, 197.64it/s, v_num=0]
Epoch 21: 68%|βββββββ | 15/22 [00:00<00:00, 194.68it/s, v_num=0]
Epoch 21: 73%|ββββββββ | 16/22 [00:00<00:00, 199.05it/s, v_num=0]
Epoch 21: 73%|ββββββββ | 16/22 [00:00<00:00, 195.90it/s, v_num=0]
Epoch 21: 77%|ββββββββ | 17/22 [00:00<00:00, 200.41it/s, v_num=0]
Epoch 21: 77%|ββββββββ | 17/22 [00:00<00:00, 197.84it/s, v_num=0]
Epoch 21: 82%|βββββββββ | 18/22 [00:00<00:00, 201.02it/s, v_num=0]
Epoch 21: 82%|βββββββββ | 18/22 [00:00<00:00, 198.69it/s, v_num=0]
Epoch 21: 86%|βββββββββ | 19/22 [00:00<00:00, 201.51it/s, v_num=0]
Epoch 21: 86%|βββββββββ | 19/22 [00:00<00:00, 199.07it/s, v_num=0]
Epoch 21: 91%|βββββββββ | 20/22 [00:00<00:00, 202.24it/s, v_num=0]
Epoch 21: 91%|βββββββββ | 20/22 [00:00<00:00, 200.04it/s, v_num=0]
Epoch 21: 95%|ββββββββββ| 21/22 [00:00<00:00, 202.00it/s, v_num=0]
Epoch 21: 95%|ββββββββββ| 21/22 [00:00<00:00, 199.37it/s, v_num=0]
Epoch 21: 100%|ββββββββββ| 22/22 [00:00<00:00, 201.55it/s, v_num=0]
Epoch 21: 100%|ββββββββββ| 22/22 [00:00<00:00, 199.42it/s, v_num=0]
Epoch 21: 100%|ββββββββββ| 22/22 [00:00<00:00, 196.89it/s, v_num=0]
Epoch 21: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 22: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 22: 5%|β | 1/22 [00:00<00:00, 194.14it/s, v_num=0]
Epoch 22: 5%|β | 1/22 [00:00<00:00, 159.83it/s, v_num=0]
Epoch 22: 9%|β | 2/22 [00:00<00:00, 208.94it/s, v_num=0]
Epoch 22: 9%|β | 2/22 [00:00<00:00, 184.45it/s, v_num=0]
Epoch 22: 14%|ββ | 3/22 [00:00<00:00, 208.99it/s, v_num=0]
Epoch 22: 14%|ββ | 3/22 [00:00<00:00, 193.73it/s, v_num=0]
Epoch 22: 18%|ββ | 4/22 [00:00<00:00, 206.79it/s, v_num=0]
Epoch 22: 18%|ββ | 4/22 [00:00<00:00, 193.59it/s, v_num=0]
Epoch 22: 23%|βββ | 5/22 [00:00<00:00, 203.22it/s, v_num=0]
Epoch 22: 23%|βββ | 5/22 [00:00<00:00, 194.65it/s, v_num=0]
Epoch 22: 27%|βββ | 6/22 [00:00<00:00, 199.16it/s, v_num=0]
Epoch 22: 27%|βββ | 6/22 [00:00<00:00, 192.14it/s, v_num=0]
Epoch 22: 32%|ββββ | 7/22 [00:00<00:00, 202.92it/s, v_num=0]
Epoch 22: 32%|ββββ | 7/22 [00:00<00:00, 196.90it/s, v_num=0]
Epoch 22: 36%|ββββ | 8/22 [00:00<00:00, 193.08it/s, v_num=0]
Epoch 22: 36%|ββββ | 8/22 [00:00<00:00, 188.08it/s, v_num=0]
Epoch 22: 41%|ββββ | 9/22 [00:00<00:00, 192.99it/s, v_num=0]
Epoch 22: 41%|ββββ | 9/22 [00:00<00:00, 188.38it/s, v_num=0]
Epoch 22: 45%|βββββ | 10/22 [00:00<00:00, 194.53it/s, v_num=0]
Epoch 22: 45%|βββββ | 10/22 [00:00<00:00, 190.30it/s, v_num=0]
Epoch 22: 50%|βββββ | 11/22 [00:00<00:00, 196.00it/s, v_num=0]
Epoch 22: 50%|βββββ | 11/22 [00:00<00:00, 191.16it/s, v_num=0]
Epoch 22: 55%|ββββββ | 12/22 [00:00<00:00, 194.93it/s, v_num=0]
Epoch 22: 55%|ββββββ | 12/22 [00:00<00:00, 191.46it/s, v_num=0]
Epoch 22: 59%|ββββββ | 13/22 [00:00<00:00, 196.52it/s, v_num=0]
Epoch 22: 59%|ββββββ | 13/22 [00:00<00:00, 193.01it/s, v_num=0]
Epoch 22: 64%|βββββββ | 14/22 [00:00<00:00, 196.50it/s, v_num=0]
Epoch 22: 64%|βββββββ | 14/22 [00:00<00:00, 193.38it/s, v_num=0]
Epoch 22: 68%|βββββββ | 15/22 [00:00<00:00, 196.73it/s, v_num=0]
Epoch 22: 68%|βββββββ | 15/22 [00:00<00:00, 193.43it/s, v_num=0]
Epoch 22: 73%|ββββββββ | 16/22 [00:00<00:00, 196.91it/s, v_num=0]
Epoch 22: 73%|ββββββββ | 16/22 [00:00<00:00, 194.33it/s, v_num=0]
Epoch 22: 77%|ββββββββ | 17/22 [00:00<00:00, 192.90it/s, v_num=0]
Epoch 22: 77%|ββββββββ | 17/22 [00:00<00:00, 190.54it/s, v_num=0]
Epoch 22: 82%|βββββββββ | 18/22 [00:00<00:00, 193.82it/s, v_num=0]
Epoch 22: 82%|βββββββββ | 18/22 [00:00<00:00, 191.49it/s, v_num=0]
Epoch 22: 86%|βββββββββ | 19/22 [00:00<00:00, 194.41it/s, v_num=0]
Epoch 22: 86%|βββββββββ | 19/22 [00:00<00:00, 192.15it/s, v_num=0]
Epoch 22: 91%|βββββββββ | 20/22 [00:00<00:00, 195.24it/s, v_num=0]
Epoch 22: 91%|βββββββββ | 20/22 [00:00<00:00, 193.15it/s, v_num=0]
Epoch 22: 95%|ββββββββββ| 21/22 [00:00<00:00, 195.16it/s, v_num=0]
Epoch 22: 95%|ββββββββββ| 21/22 [00:00<00:00, 193.11it/s, v_num=0]
Epoch 22: 100%|ββββββββββ| 22/22 [00:00<00:00, 195.83it/s, v_num=0]
Epoch 22: 100%|ββββββββββ| 22/22 [00:00<00:00, 194.00it/s, v_num=0]
Epoch 22: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.35it/s, v_num=0]
Epoch 22: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 23: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 23: 5%|β | 1/22 [00:00<00:00, 213.74it/s, v_num=0]
Epoch 23: 5%|β | 1/22 [00:00<00:00, 172.77it/s, v_num=0]
Epoch 23: 9%|β | 2/22 [00:00<00:00, 217.36it/s, v_num=0]
Epoch 23: 9%|β | 2/22 [00:00<00:00, 192.47it/s, v_num=0]
Epoch 23: 14%|ββ | 3/22 [00:00<00:00, 215.03it/s, v_num=0]
Epoch 23: 14%|ββ | 3/22 [00:00<00:00, 199.23it/s, v_num=0]
Epoch 23: 18%|ββ | 4/22 [00:00<00:00, 215.65it/s, v_num=0]
Epoch 23: 18%|ββ | 4/22 [00:00<00:00, 191.92it/s, v_num=0]
Epoch 23: 23%|βββ | 5/22 [00:00<00:00, 200.19it/s, v_num=0]
Epoch 23: 23%|βββ | 5/22 [00:00<00:00, 191.16it/s, v_num=0]
Epoch 23: 27%|βββ | 6/22 [00:00<00:00, 197.42it/s, v_num=0]
Epoch 23: 27%|βββ | 6/22 [00:00<00:00, 188.63it/s, v_num=0]
Epoch 23: 32%|ββββ | 7/22 [00:00<00:00, 194.31it/s, v_num=0]
Epoch 23: 32%|ββββ | 7/22 [00:00<00:00, 186.29it/s, v_num=0]
Epoch 23: 36%|ββββ | 8/22 [00:00<00:00, 193.57it/s, v_num=0]
Epoch 23: 36%|ββββ | 8/22 [00:00<00:00, 184.81it/s, v_num=0]
Epoch 23: 41%|ββββ | 9/22 [00:00<00:00, 191.18it/s, v_num=0]
Epoch 23: 41%|ββββ | 9/22 [00:00<00:00, 186.57it/s, v_num=0]
Epoch 23: 45%|βββββ | 10/22 [00:00<00:00, 191.65it/s, v_num=0]
Epoch 23: 45%|βββββ | 10/22 [00:00<00:00, 187.77it/s, v_num=0]
Epoch 23: 50%|βββββ | 11/22 [00:00<00:00, 193.37it/s, v_num=0]
Epoch 23: 50%|βββββ | 11/22 [00:00<00:00, 189.75it/s, v_num=0]
Epoch 23: 55%|ββββββ | 12/22 [00:00<00:00, 194.83it/s, v_num=0]
Epoch 23: 55%|ββββββ | 12/22 [00:00<00:00, 191.36it/s, v_num=0]
Epoch 23: 59%|ββββββ | 13/22 [00:00<00:00, 195.98it/s, v_num=0]
Epoch 23: 59%|ββββββ | 13/22 [00:00<00:00, 192.30it/s, v_num=0]
Epoch 23: 64%|βββββββ | 14/22 [00:00<00:00, 196.59it/s, v_num=0]
Epoch 23: 64%|βββββββ | 14/22 [00:00<00:00, 193.54it/s, v_num=0]
Epoch 23: 68%|βββββββ | 15/22 [00:00<00:00, 197.42it/s, v_num=0]
Epoch 23: 68%|βββββββ | 15/22 [00:00<00:00, 194.50it/s, v_num=0]
Epoch 23: 73%|ββββββββ | 16/22 [00:00<00:00, 198.35it/s, v_num=0]
Epoch 23: 73%|ββββββββ | 16/22 [00:00<00:00, 195.61it/s, v_num=0]
Epoch 23: 77%|ββββββββ | 17/22 [00:00<00:00, 198.13it/s, v_num=0]
Epoch 23: 77%|ββββββββ | 17/22 [00:00<00:00, 195.58it/s, v_num=0]
Epoch 23: 82%|βββββββββ | 18/22 [00:00<00:00, 198.54it/s, v_num=0]
Epoch 23: 82%|βββββββββ | 18/22 [00:00<00:00, 196.03it/s, v_num=0]
Epoch 23: 86%|βββββββββ | 19/22 [00:00<00:00, 198.78it/s, v_num=0]
Epoch 23: 86%|βββββββββ | 19/22 [00:00<00:00, 196.19it/s, v_num=0]
Epoch 23: 91%|βββββββββ | 20/22 [00:00<00:00, 198.23it/s, v_num=0]
Epoch 23: 91%|βββββββββ | 20/22 [00:00<00:00, 195.98it/s, v_num=0]
Epoch 23: 95%|ββββββββββ| 21/22 [00:00<00:00, 199.12it/s, v_num=0]
Epoch 23: 95%|ββββββββββ| 21/22 [00:00<00:00, 197.03it/s, v_num=0]
Epoch 23: 100%|ββββββββββ| 22/22 [00:00<00:00, 199.30it/s, v_num=0]
Epoch 23: 100%|ββββββββββ| 22/22 [00:00<00:00, 197.15it/s, v_num=0]
Epoch 23: 100%|ββββββββββ| 22/22 [00:00<00:00, 194.80it/s, v_num=0]
Epoch 23: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 24: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 24: 5%|β | 1/22 [00:00<00:00, 222.80it/s, v_num=0]
Epoch 24: 5%|β | 1/22 [00:00<00:00, 178.67it/s, v_num=0]
Epoch 24: 9%|β | 2/22 [00:00<00:00, 210.07it/s, v_num=0]
Epoch 24: 9%|β | 2/22 [00:00<00:00, 188.46it/s, v_num=0]
Epoch 24: 14%|ββ | 3/22 [00:00<00:00, 184.85it/s, v_num=0]
Epoch 24: 14%|ββ | 3/22 [00:00<00:00, 171.31it/s, v_num=0]
Epoch 24: 18%|ββ | 4/22 [00:00<00:00, 188.57it/s, v_num=0]
Epoch 24: 18%|ββ | 4/22 [00:00<00:00, 178.70it/s, v_num=0]
Epoch 24: 23%|βββ | 5/22 [00:00<00:00, 189.35it/s, v_num=0]
Epoch 24: 23%|βββ | 5/22 [00:00<00:00, 181.26it/s, v_num=0]
Epoch 24: 27%|βββ | 6/22 [00:00<00:00, 191.91it/s, v_num=0]
Epoch 24: 27%|βββ | 6/22 [00:00<00:00, 185.28it/s, v_num=0]
Epoch 24: 32%|ββββ | 7/22 [00:00<00:00, 193.36it/s, v_num=0]
Epoch 24: 32%|ββββ | 7/22 [00:00<00:00, 185.36it/s, v_num=0]
Epoch 24: 36%|ββββ | 8/22 [00:00<00:00, 192.57it/s, v_num=0]
Epoch 24: 36%|ββββ | 8/22 [00:00<00:00, 186.66it/s, v_num=0]
Epoch 24: 41%|ββββ | 9/22 [00:00<00:00, 191.66it/s, v_num=0]
Epoch 24: 41%|ββββ | 9/22 [00:00<00:00, 187.15it/s, v_num=0]
Epoch 24: 45%|βββββ | 10/22 [00:00<00:00, 193.35it/s, v_num=0]
Epoch 24: 45%|βββββ | 10/22 [00:00<00:00, 182.66it/s, v_num=0]
Epoch 24: 50%|βββββ | 11/22 [00:00<00:00, 182.61it/s, v_num=0]
Epoch 24: 50%|βββββ | 11/22 [00:00<00:00, 179.68it/s, v_num=0]
Epoch 24: 55%|ββββββ | 12/22 [00:00<00:00, 181.06it/s, v_num=0]
Epoch 24: 55%|ββββββ | 12/22 [00:00<00:00, 178.87it/s, v_num=0]
Epoch 24: 59%|ββββββ | 13/22 [00:00<00:00, 180.55it/s, v_num=0]
Epoch 24: 59%|ββββββ | 13/22 [00:00<00:00, 175.30it/s, v_num=0]
Epoch 24: 64%|βββββββ | 14/22 [00:00<00:00, 177.10it/s, v_num=0]
Epoch 24: 64%|βββββββ | 14/22 [00:00<00:00, 173.48it/s, v_num=0]
Epoch 24: 68%|βββββββ | 15/22 [00:00<00:00, 175.73it/s, v_num=0]
Epoch 24: 68%|βββββββ | 15/22 [00:00<00:00, 174.09it/s, v_num=0]
Epoch 24: 73%|ββββββββ | 16/22 [00:00<00:00, 175.92it/s, v_num=0]
Epoch 24: 73%|ββββββββ | 16/22 [00:00<00:00, 171.74it/s, v_num=0]
Epoch 24: 77%|ββββββββ | 17/22 [00:00<00:00, 173.45it/s, v_num=0]
Epoch 24: 77%|ββββββββ | 17/22 [00:00<00:00, 170.40it/s, v_num=0]
Epoch 24: 82%|βββββββββ | 18/22 [00:00<00:00, 173.08it/s, v_num=0]
Epoch 24: 82%|βββββββββ | 18/22 [00:00<00:00, 168.92it/s, v_num=0]
Epoch 24: 86%|βββββββββ | 19/22 [00:00<00:00, 170.09it/s, v_num=0]
Epoch 24: 86%|βββββββββ | 19/22 [00:00<00:00, 167.23it/s, v_num=0]
Epoch 24: 91%|βββββββββ | 20/22 [00:00<00:00, 163.94it/s, v_num=0]
Epoch 24: 91%|βββββββββ | 20/22 [00:00<00:00, 162.89it/s, v_num=0]
Epoch 24: 95%|ββββββββββ| 21/22 [00:00<00:00, 164.41it/s, v_num=0]
Epoch 24: 95%|ββββββββββ| 21/22 [00:00<00:00, 162.08it/s, v_num=0]
Epoch 24: 100%|ββββββββββ| 22/22 [00:00<00:00, 163.81it/s, v_num=0]
Epoch 24: 100%|ββββββββββ| 22/22 [00:00<00:00, 162.60it/s, v_num=0]
Epoch 24: 100%|ββββββββββ| 22/22 [00:00<00:00, 158.67it/s, v_num=0]
Epoch 24: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 25: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 25: 5%|β | 1/22 [00:00<00:00, 169.10it/s, v_num=0]
Epoch 25: 5%|β | 1/22 [00:00<00:00, 143.28it/s, v_num=0]
Epoch 25: 9%|β | 2/22 [00:00<00:00, 165.12it/s, v_num=0]
Epoch 25: 9%|β | 2/22 [00:00<00:00, 151.80it/s, v_num=0]
Epoch 25: 14%|ββ | 3/22 [00:00<00:00, 166.73it/s, v_num=0]
Epoch 25: 14%|ββ | 3/22 [00:00<00:00, 158.22it/s, v_num=0]
Epoch 25: 18%|ββ | 4/22 [00:00<00:00, 168.65it/s, v_num=0]
Epoch 25: 18%|ββ | 4/22 [00:00<00:00, 163.17it/s, v_num=0]
Epoch 25: 23%|βββ | 5/22 [00:00<00:00, 166.00it/s, v_num=0]
Epoch 25: 23%|βββ | 5/22 [00:00<00:00, 159.59it/s, v_num=0]
Epoch 25: 27%|βββ | 6/22 [00:00<00:00, 162.51it/s, v_num=0]
Epoch 25: 27%|βββ | 6/22 [00:00<00:00, 157.38it/s, v_num=0]
Epoch 25: 32%|ββββ | 7/22 [00:00<00:00, 159.30it/s, v_num=0]
Epoch 25: 32%|ββββ | 7/22 [00:00<00:00, 151.90it/s, v_num=0]
Epoch 25: 36%|ββββ | 8/22 [00:00<00:00, 156.07it/s, v_num=0]
Epoch 25: 36%|ββββ | 8/22 [00:00<00:00, 149.54it/s, v_num=0]
Epoch 25: 41%|ββββ | 9/22 [00:00<00:00, 153.64it/s, v_num=0]
Epoch 25: 41%|ββββ | 9/22 [00:00<00:00, 148.46it/s, v_num=0]
Epoch 25: 45%|βββββ | 10/22 [00:00<00:00, 151.73it/s, v_num=0]
Epoch 25: 45%|βββββ | 10/22 [00:00<00:00, 147.09it/s, v_num=0]
Epoch 25: 50%|βββββ | 11/22 [00:00<00:00, 150.80it/s, v_num=0]
Epoch 25: 50%|βββββ | 11/22 [00:00<00:00, 148.89it/s, v_num=0]
Epoch 25: 55%|ββββββ | 12/22 [00:00<00:00, 149.35it/s, v_num=0]
Epoch 25: 55%|ββββββ | 12/22 [00:00<00:00, 147.37it/s, v_num=0]
Epoch 25: 59%|ββββββ | 13/22 [00:00<00:00, 146.76it/s, v_num=0]
Epoch 25: 59%|ββββββ | 13/22 [00:00<00:00, 143.36it/s, v_num=0]
Epoch 25: 64%|βββββββ | 14/22 [00:00<00:00, 146.41it/s, v_num=0]
Epoch 25: 64%|βββββββ | 14/22 [00:00<00:00, 144.89it/s, v_num=0]
Epoch 25: 68%|βββββββ | 15/22 [00:00<00:00, 147.94it/s, v_num=0]
Epoch 25: 68%|βββββββ | 15/22 [00:00<00:00, 144.53it/s, v_num=0]
Epoch 25: 73%|ββββββββ | 16/22 [00:00<00:00, 147.24it/s, v_num=0]
Epoch 25: 73%|ββββββββ | 16/22 [00:00<00:00, 145.73it/s, v_num=0]
Epoch 25: 77%|ββββββββ | 17/22 [00:00<00:00, 148.73it/s, v_num=0]
Epoch 25: 77%|ββββββββ | 17/22 [00:00<00:00, 147.65it/s, v_num=0]
Epoch 25: 82%|βββββββββ | 18/22 [00:00<00:00, 150.75it/s, v_num=0]
Epoch 25: 82%|βββββββββ | 18/22 [00:00<00:00, 149.74it/s, v_num=0]
Epoch 25: 86%|βββββββββ | 19/22 [00:00<00:00, 151.09it/s, v_num=0]
Epoch 25: 86%|βββββββββ | 19/22 [00:00<00:00, 148.72it/s, v_num=0]
Epoch 25: 91%|βββββββββ | 20/22 [00:00<00:00, 150.99it/s, v_num=0]
Epoch 25: 91%|βββββββββ | 20/22 [00:00<00:00, 150.00it/s, v_num=0]
Epoch 25: 95%|ββββββββββ| 21/22 [00:00<00:00, 152.09it/s, v_num=0]
Epoch 25: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.11it/s, v_num=0]
Epoch 25: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.63it/s, v_num=0]
Epoch 25: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.72it/s, v_num=0]
Epoch 25: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.83it/s, v_num=0]
Epoch 25: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 26: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 26: 5%|β | 1/22 [00:00<00:00, 153.00it/s, v_num=0]
Epoch 26: 5%|β | 1/22 [00:00<00:00, 135.60it/s, v_num=0]
Epoch 26: 9%|β | 2/22 [00:00<00:00, 158.68it/s, v_num=0]
Epoch 26: 9%|β | 2/22 [00:00<00:00, 144.61it/s, v_num=0]
Epoch 26: 14%|ββ | 3/22 [00:00<00:00, 162.26it/s, v_num=0]
Epoch 26: 14%|ββ | 3/22 [00:00<00:00, 153.75it/s, v_num=0]
Epoch 26: 18%|ββ | 4/22 [00:00<00:00, 167.05it/s, v_num=0]
Epoch 26: 18%|ββ | 4/22 [00:00<00:00, 161.86it/s, v_num=0]
Epoch 26: 23%|βββ | 5/22 [00:00<00:00, 169.57it/s, v_num=0]
Epoch 26: 23%|βββ | 5/22 [00:00<00:00, 164.66it/s, v_num=0]
Epoch 26: 27%|βββ | 6/22 [00:00<00:00, 172.18it/s, v_num=0]
Epoch 26: 27%|βββ | 6/22 [00:00<00:00, 162.39it/s, v_num=0]
Epoch 26: 32%|ββββ | 7/22 [00:00<00:00, 168.90it/s, v_num=0]
Epoch 26: 32%|ββββ | 7/22 [00:00<00:00, 165.68it/s, v_num=0]
Epoch 26: 36%|ββββ | 8/22 [00:00<00:00, 173.66it/s, v_num=0]
Epoch 26: 36%|ββββ | 8/22 [00:00<00:00, 169.70it/s, v_num=0]
Epoch 26: 41%|ββββ | 9/22 [00:00<00:00, 172.74it/s, v_num=0]
Epoch 26: 41%|ββββ | 9/22 [00:00<00:00, 168.96it/s, v_num=0]
Epoch 26: 45%|βββββ | 10/22 [00:00<00:00, 175.72it/s, v_num=0]
Epoch 26: 45%|βββββ | 10/22 [00:00<00:00, 173.02it/s, v_num=0]
Epoch 26: 50%|βββββ | 11/22 [00:00<00:00, 177.41it/s, v_num=0]
Epoch 26: 50%|βββββ | 11/22 [00:00<00:00, 174.31it/s, v_num=0]
Epoch 26: 55%|ββββββ | 12/22 [00:00<00:00, 177.88it/s, v_num=0]
Epoch 26: 55%|ββββββ | 12/22 [00:00<00:00, 175.49it/s, v_num=0]
Epoch 26: 59%|ββββββ | 13/22 [00:00<00:00, 177.40it/s, v_num=0]
Epoch 26: 59%|ββββββ | 13/22 [00:00<00:00, 173.66it/s, v_num=0]
Epoch 26: 64%|βββββββ | 14/22 [00:00<00:00, 177.40it/s, v_num=0]
Epoch 26: 64%|βββββββ | 14/22 [00:00<00:00, 175.08it/s, v_num=0]
Epoch 26: 68%|βββββββ | 15/22 [00:00<00:00, 178.21it/s, v_num=0]
Epoch 26: 68%|βββββββ | 15/22 [00:00<00:00, 175.51it/s, v_num=0]
Epoch 26: 73%|ββββββββ | 16/22 [00:00<00:00, 178.54it/s, v_num=0]
Epoch 26: 73%|ββββββββ | 16/22 [00:00<00:00, 175.04it/s, v_num=0]
Epoch 26: 77%|ββββββββ | 17/22 [00:00<00:00, 177.26it/s, v_num=0]
Epoch 26: 77%|ββββββββ | 17/22 [00:00<00:00, 174.82it/s, v_num=0]
Epoch 26: 82%|βββββββββ | 18/22 [00:00<00:00, 177.69it/s, v_num=0]
Epoch 26: 82%|βββββββββ | 18/22 [00:00<00:00, 176.28it/s, v_num=0]
Epoch 26: 86%|βββββββββ | 19/22 [00:00<00:00, 178.97it/s, v_num=0]
Epoch 26: 86%|βββββββββ | 19/22 [00:00<00:00, 177.50it/s, v_num=0]
Epoch 26: 91%|βββββββββ | 20/22 [00:00<00:00, 180.06it/s, v_num=0]
Epoch 26: 91%|βββββββββ | 20/22 [00:00<00:00, 178.80it/s, v_num=0]
Epoch 26: 95%|ββββββββββ| 21/22 [00:00<00:00, 181.09it/s, v_num=0]
Epoch 26: 95%|ββββββββββ| 21/22 [00:00<00:00, 179.84it/s, v_num=0]
Epoch 26: 100%|ββββββββββ| 22/22 [00:00<00:00, 182.09it/s, v_num=0]
Epoch 26: 100%|ββββββββββ| 22/22 [00:00<00:00, 180.90it/s, v_num=0]
Epoch 26: 100%|ββββββββββ| 22/22 [00:00<00:00, 179.24it/s, v_num=0]
Epoch 26: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 27: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 27: 5%|β | 1/22 [00:00<00:00, 191.70it/s, v_num=0]
Epoch 27: 5%|β | 1/22 [00:00<00:00, 153.91it/s, v_num=0]
Epoch 27: 9%|β | 2/22 [00:00<00:00, 166.81it/s, v_num=0]
Epoch 27: 9%|β | 2/22 [00:00<00:00, 152.75it/s, v_num=0]
Epoch 27: 14%|ββ | 3/22 [00:00<00:00, 167.07it/s, v_num=0]
Epoch 27: 14%|ββ | 3/22 [00:00<00:00, 158.07it/s, v_num=0]
Epoch 27: 18%|ββ | 4/22 [00:00<00:00, 175.57it/s, v_num=0]
Epoch 27: 18%|ββ | 4/22 [00:00<00:00, 167.57it/s, v_num=0]
Epoch 27: 23%|βββ | 5/22 [00:00<00:00, 176.95it/s, v_num=0]
Epoch 27: 23%|βββ | 5/22 [00:00<00:00, 169.39it/s, v_num=0]
Epoch 27: 27%|βββ | 6/22 [00:00<00:00, 178.85it/s, v_num=0]
Epoch 27: 27%|βββ | 6/22 [00:00<00:00, 174.07it/s, v_num=0]
Epoch 27: 32%|ββββ | 7/22 [00:00<00:00, 160.80it/s, v_num=0]
Epoch 27: 32%|ββββ | 7/22 [00:00<00:00, 157.08it/s, v_num=0]
Epoch 27: 36%|ββββ | 8/22 [00:00<00:00, 162.00it/s, v_num=0]
Epoch 27: 36%|ββββ | 8/22 [00:00<00:00, 155.84it/s, v_num=0]
Epoch 27: 41%|ββββ | 9/22 [00:00<00:00, 159.75it/s, v_num=0]
Epoch 27: 41%|ββββ | 9/22 [00:00<00:00, 157.50it/s, v_num=0]
Epoch 27: 45%|βββββ | 10/22 [00:00<00:00, 160.60it/s, v_num=0]
Epoch 27: 45%|βββββ | 10/22 [00:00<00:00, 158.57it/s, v_num=0]
Epoch 27: 50%|βββββ | 11/22 [00:00<00:00, 161.46it/s, v_num=0]
Epoch 27: 50%|βββββ | 11/22 [00:00<00:00, 159.55it/s, v_num=0]
Epoch 27: 55%|ββββββ | 12/22 [00:00<00:00, 162.76it/s, v_num=0]
Epoch 27: 55%|ββββββ | 12/22 [00:00<00:00, 160.96it/s, v_num=0]
Epoch 27: 59%|ββββββ | 13/22 [00:00<00:00, 165.24it/s, v_num=0]
Epoch 27: 59%|ββββββ | 13/22 [00:00<00:00, 161.58it/s, v_num=0]
Epoch 27: 64%|βββββββ | 14/22 [00:00<00:00, 163.88it/s, v_num=0]
Epoch 27: 64%|βββββββ | 14/22 [00:00<00:00, 162.09it/s, v_num=0]
Epoch 27: 68%|βββββββ | 15/22 [00:00<00:00, 164.78it/s, v_num=0]
Epoch 27: 68%|βββββββ | 15/22 [00:00<00:00, 161.53it/s, v_num=0]
Epoch 27: 73%|ββββββββ | 16/22 [00:00<00:00, 163.64it/s, v_num=0]
Epoch 27: 73%|ββββββββ | 16/22 [00:00<00:00, 162.30it/s, v_num=0]
Epoch 27: 77%|ββββββββ | 17/22 [00:00<00:00, 164.62it/s, v_num=0]
Epoch 27: 77%|ββββββββ | 17/22 [00:00<00:00, 162.94it/s, v_num=0]
Epoch 27: 82%|βββββββββ | 18/22 [00:00<00:00, 165.23it/s, v_num=0]
Epoch 27: 82%|βββββββββ | 18/22 [00:00<00:00, 162.42it/s, v_num=0]
Epoch 27: 86%|βββββββββ | 19/22 [00:00<00:00, 162.32it/s, v_num=0]
Epoch 27: 86%|βββββββββ | 19/22 [00:00<00:00, 159.02it/s, v_num=0]
Epoch 27: 91%|βββββββββ | 20/22 [00:00<00:00, 160.68it/s, v_num=0]
Epoch 27: 91%|βββββββββ | 20/22 [00:00<00:00, 159.49it/s, v_num=0]
Epoch 27: 95%|ββββββββββ| 21/22 [00:00<00:00, 160.55it/s, v_num=0]
Epoch 27: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.63it/s, v_num=0]
Epoch 27: 100%|ββββββββββ| 22/22 [00:00<00:00, 158.49it/s, v_num=0]
Epoch 27: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.47it/s, v_num=0]
Epoch 27: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.20it/s, v_num=0]
Epoch 27: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 28: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 28: 5%|β | 1/22 [00:00<00:00, 132.53it/s, v_num=0]
Epoch 28: 5%|β | 1/22 [00:00<00:00, 104.77it/s, v_num=0]
Epoch 28: 9%|β | 2/22 [00:00<00:00, 132.31it/s, v_num=0]
Epoch 28: 9%|β | 2/22 [00:00<00:00, 115.56it/s, v_num=0]
Epoch 28: 14%|ββ | 3/22 [00:00<00:00, 135.64it/s, v_num=0]
Epoch 28: 14%|ββ | 3/22 [00:00<00:00, 124.94it/s, v_num=0]
Epoch 28: 18%|ββ | 4/22 [00:00<00:00, 137.36it/s, v_num=0]
Epoch 28: 18%|ββ | 4/22 [00:00<00:00, 128.01it/s, v_num=0]
Epoch 28: 23%|βββ | 5/22 [00:00<00:00, 139.31it/s, v_num=0]
Epoch 28: 23%|βββ | 5/22 [00:00<00:00, 135.40it/s, v_num=0]
Epoch 28: 27%|βββ | 6/22 [00:00<00:00, 141.75it/s, v_num=0]
Epoch 28: 27%|βββ | 6/22 [00:00<00:00, 133.25it/s, v_num=0]
Epoch 28: 32%|ββββ | 7/22 [00:00<00:00, 138.78it/s, v_num=0]
Epoch 28: 32%|ββββ | 7/22 [00:00<00:00, 136.51it/s, v_num=0]
Epoch 28: 36%|ββββ | 8/22 [00:00<00:00, 135.16it/s, v_num=0]
Epoch 28: 36%|ββββ | 8/22 [00:00<00:00, 133.22it/s, v_num=0]
Epoch 28: 41%|ββββ | 9/22 [00:00<00:00, 137.16it/s, v_num=0]
Epoch 28: 41%|ββββ | 9/22 [00:00<00:00, 135.53it/s, v_num=0]
Epoch 28: 45%|βββββ | 10/22 [00:00<00:00, 137.93it/s, v_num=0]
Epoch 28: 45%|βββββ | 10/22 [00:00<00:00, 136.31it/s, v_num=0]
Epoch 28: 50%|βββββ | 11/22 [00:00<00:00, 140.34it/s, v_num=0]
Epoch 28: 50%|βββββ | 11/22 [00:00<00:00, 138.79it/s, v_num=0]
Epoch 28: 55%|ββββββ | 12/22 [00:00<00:00, 144.13it/s, v_num=0]
Epoch 28: 55%|ββββββ | 12/22 [00:00<00:00, 142.41it/s, v_num=0]
Epoch 28: 59%|ββββββ | 13/22 [00:00<00:00, 145.55it/s, v_num=0]
Epoch 28: 59%|ββββββ | 13/22 [00:00<00:00, 142.43it/s, v_num=0]
Epoch 28: 64%|βββββββ | 14/22 [00:00<00:00, 145.81it/s, v_num=0]
Epoch 28: 64%|βββββββ | 14/22 [00:00<00:00, 144.52it/s, v_num=0]
Epoch 28: 68%|βββββββ | 15/22 [00:00<00:00, 147.89it/s, v_num=0]
Epoch 28: 68%|βββββββ | 15/22 [00:00<00:00, 146.64it/s, v_num=0]
Epoch 28: 73%|ββββββββ | 16/22 [00:00<00:00, 148.98it/s, v_num=0]
Epoch 28: 73%|ββββββββ | 16/22 [00:00<00:00, 147.59it/s, v_num=0]
Epoch 28: 77%|ββββββββ | 17/22 [00:00<00:00, 149.94it/s, v_num=0]
Epoch 28: 77%|ββββββββ | 17/22 [00:00<00:00, 147.75it/s, v_num=0]
Epoch 28: 82%|βββββββββ | 18/22 [00:00<00:00, 149.49it/s, v_num=0]
Epoch 28: 82%|βββββββββ | 18/22 [00:00<00:00, 148.33it/s, v_num=0]
Epoch 28: 86%|βββββββββ | 19/22 [00:00<00:00, 150.27it/s, v_num=0]
Epoch 28: 86%|βββββββββ | 19/22 [00:00<00:00, 149.11it/s, v_num=0]
Epoch 28: 91%|βββββββββ | 20/22 [00:00<00:00, 150.75it/s, v_num=0]
Epoch 28: 91%|βββββββββ | 20/22 [00:00<00:00, 148.62it/s, v_num=0]
Epoch 28: 95%|ββββββββββ| 21/22 [00:00<00:00, 150.86it/s, v_num=0]
Epoch 28: 95%|ββββββββββ| 21/22 [00:00<00:00, 149.68it/s, v_num=0]
Epoch 28: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.82it/s, v_num=0]
Epoch 28: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.57it/s, v_num=0]
Epoch 28: 100%|ββββββββββ| 22/22 [00:00<00:00, 146.68it/s, v_num=0]
Epoch 28: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 29: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 29: 5%|β | 1/22 [00:00<00:00, 166.75it/s, v_num=0]
Epoch 29: 5%|β | 1/22 [00:00<00:00, 144.96it/s, v_num=0]
Epoch 29: 9%|β | 2/22 [00:00<00:00, 174.88it/s, v_num=0]
Epoch 29: 9%|β | 2/22 [00:00<00:00, 162.94it/s, v_num=0]
Epoch 29: 14%|ββ | 3/22 [00:00<00:00, 177.05it/s, v_num=0]
Epoch 29: 14%|ββ | 3/22 [00:00<00:00, 157.44it/s, v_num=0]
Epoch 29: 18%|ββ | 4/22 [00:00<00:00, 157.63it/s, v_num=0]
Epoch 29: 18%|ββ | 4/22 [00:00<00:00, 152.58it/s, v_num=0]
Epoch 29: 23%|βββ | 5/22 [00:00<00:00, 156.01it/s, v_num=0]
Epoch 29: 23%|βββ | 5/22 [00:00<00:00, 145.30it/s, v_num=0]
Epoch 29: 27%|βββ | 6/22 [00:00<00:00, 152.54it/s, v_num=0]
Epoch 29: 27%|βββ | 6/22 [00:00<00:00, 143.97it/s, v_num=0]
Epoch 29: 32%|ββββ | 7/22 [00:00<00:00, 152.21it/s, v_num=0]
Epoch 29: 32%|ββββ | 7/22 [00:00<00:00, 149.05it/s, v_num=0]
Epoch 29: 36%|ββββ | 8/22 [00:00<00:00, 152.75it/s, v_num=0]
Epoch 29: 36%|ββββ | 8/22 [00:00<00:00, 150.35it/s, v_num=0]
Epoch 29: 41%|ββββ | 9/22 [00:00<00:00, 152.08it/s, v_num=0]
Epoch 29: 41%|ββββ | 9/22 [00:00<00:00, 149.52it/s, v_num=0]
Epoch 29: 45%|βββββ | 10/22 [00:00<00:00, 153.43it/s, v_num=0]
Epoch 29: 45%|βββββ | 10/22 [00:00<00:00, 151.36it/s, v_num=0]
Epoch 29: 50%|βββββ | 11/22 [00:00<00:00, 153.87it/s, v_num=0]
Epoch 29: 50%|βββββ | 11/22 [00:00<00:00, 152.07it/s, v_num=0]
Epoch 29: 55%|ββββββ | 12/22 [00:00<00:00, 156.73it/s, v_num=0]
Epoch 29: 55%|ββββββ | 12/22 [00:00<00:00, 154.99it/s, v_num=0]
Epoch 29: 59%|ββββββ | 13/22 [00:00<00:00, 156.43it/s, v_num=0]
Epoch 29: 59%|ββββββ | 13/22 [00:00<00:00, 154.80it/s, v_num=0]
Epoch 29: 64%|βββββββ | 14/22 [00:00<00:00, 159.23it/s, v_num=0]
Epoch 29: 64%|βββββββ | 14/22 [00:00<00:00, 157.55it/s, v_num=0]
Epoch 29: 68%|βββββββ | 15/22 [00:00<00:00, 160.91it/s, v_num=0]
Epoch 29: 68%|βββββββ | 15/22 [00:00<00:00, 159.43it/s, v_num=0]
Epoch 29: 73%|ββββββββ | 16/22 [00:00<00:00, 161.44it/s, v_num=0]
Epoch 29: 73%|ββββββββ | 16/22 [00:00<00:00, 159.59it/s, v_num=0]
Epoch 29: 77%|ββββββββ | 17/22 [00:00<00:00, 162.87it/s, v_num=0]
Epoch 29: 77%|ββββββββ | 17/22 [00:00<00:00, 161.25it/s, v_num=0]
Epoch 29: 82%|βββββββββ | 18/22 [00:00<00:00, 162.71it/s, v_num=0]
Epoch 29: 82%|βββββββββ | 18/22 [00:00<00:00, 161.08it/s, v_num=0]
Epoch 29: 86%|βββββββββ | 19/22 [00:00<00:00, 162.88it/s, v_num=0]
Epoch 29: 86%|βββββββββ | 19/22 [00:00<00:00, 161.50it/s, v_num=0]
Epoch 29: 91%|βββββββββ | 20/22 [00:00<00:00, 163.56it/s, v_num=0]
Epoch 29: 91%|βββββββββ | 20/22 [00:00<00:00, 162.05it/s, v_num=0]
Epoch 29: 95%|ββββββββββ| 21/22 [00:00<00:00, 163.43it/s, v_num=0]
Epoch 29: 95%|ββββββββββ| 21/22 [00:00<00:00, 161.82it/s, v_num=0]
Epoch 29: 100%|ββββββββββ| 22/22 [00:00<00:00, 163.57it/s, v_num=0]
Epoch 29: 100%|ββββββββββ| 22/22 [00:00<00:00, 162.54it/s, v_num=0]
Epoch 29: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.59it/s, v_num=0]
Epoch 29: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 30: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 30: 5%|β | 1/22 [00:00<00:00, 180.51it/s, v_num=0]
Epoch 30: 5%|β | 1/22 [00:00<00:00, 152.41it/s, v_num=0]
Epoch 30: 9%|β | 2/22 [00:00<00:00, 191.46it/s, v_num=0]
Epoch 30: 9%|β | 2/22 [00:00<00:00, 173.20it/s, v_num=0]
Epoch 30: 14%|ββ | 3/22 [00:00<00:00, 195.29it/s, v_num=0]
Epoch 30: 14%|ββ | 3/22 [00:00<00:00, 182.87it/s, v_num=0]
Epoch 30: 18%|ββ | 4/22 [00:00<00:00, 188.16it/s, v_num=0]
Epoch 30: 18%|ββ | 4/22 [00:00<00:00, 179.95it/s, v_num=0]
Epoch 30: 23%|βββ | 5/22 [00:00<00:00, 182.98it/s, v_num=0]
Epoch 30: 23%|βββ | 5/22 [00:00<00:00, 174.17it/s, v_num=0]
Epoch 30: 27%|βββ | 6/22 [00:00<00:00, 182.79it/s, v_num=0]
Epoch 30: 27%|βββ | 6/22 [00:00<00:00, 174.37it/s, v_num=0]
Epoch 30: 32%|ββββ | 7/22 [00:00<00:00, 180.35it/s, v_num=0]
Epoch 30: 32%|ββββ | 7/22 [00:00<00:00, 176.10it/s, v_num=0]
Epoch 30: 36%|ββββ | 8/22 [00:00<00:00, 181.53it/s, v_num=0]
Epoch 30: 36%|ββββ | 8/22 [00:00<00:00, 176.93it/s, v_num=0]
Epoch 30: 41%|ββββ | 9/22 [00:00<00:00, 180.32it/s, v_num=0]
Epoch 30: 41%|ββββ | 9/22 [00:00<00:00, 177.04it/s, v_num=0]
Epoch 30: 45%|βββββ | 10/22 [00:00<00:00, 181.14it/s, v_num=0]
Epoch 30: 45%|βββββ | 10/22 [00:00<00:00, 177.40it/s, v_num=0]
Epoch 30: 50%|βββββ | 11/22 [00:00<00:00, 182.07it/s, v_num=0]
Epoch 30: 50%|βββββ | 11/22 [00:00<00:00, 179.58it/s, v_num=0]
Epoch 30: 55%|ββββββ | 12/22 [00:00<00:00, 183.08it/s, v_num=0]
Epoch 30: 55%|ββββββ | 12/22 [00:00<00:00, 180.71it/s, v_num=0]
Epoch 30: 59%|ββββββ | 13/22 [00:00<00:00, 183.61it/s, v_num=0]
Epoch 30: 59%|ββββββ | 13/22 [00:00<00:00, 181.18it/s, v_num=0]
Epoch 30: 64%|βββββββ | 14/22 [00:00<00:00, 182.91it/s, v_num=0]
Epoch 30: 64%|βββββββ | 14/22 [00:00<00:00, 179.79it/s, v_num=0]
Epoch 30: 68%|βββββββ | 15/22 [00:00<00:00, 181.83it/s, v_num=0]
Epoch 30: 68%|βββββββ | 15/22 [00:00<00:00, 179.70it/s, v_num=0]
Epoch 30: 73%|ββββββββ | 16/22 [00:00<00:00, 181.60it/s, v_num=0]
Epoch 30: 73%|ββββββββ | 16/22 [00:00<00:00, 178.96it/s, v_num=0]
Epoch 30: 77%|ββββββββ | 17/22 [00:00<00:00, 180.34it/s, v_num=0]
Epoch 30: 77%|ββββββββ | 17/22 [00:00<00:00, 175.92it/s, v_num=0]
Epoch 30: 82%|βββββββββ | 18/22 [00:00<00:00, 172.42it/s, v_num=0]
Epoch 30: 82%|βββββββββ | 18/22 [00:00<00:00, 170.61it/s, v_num=0]
Epoch 30: 86%|βββββββββ | 19/22 [00:00<00:00, 172.83it/s, v_num=0]
Epoch 30: 86%|βββββββββ | 19/22 [00:00<00:00, 171.24it/s, v_num=0]
Epoch 30: 91%|βββββββββ | 20/22 [00:00<00:00, 172.74it/s, v_num=0]
Epoch 30: 91%|βββββββββ | 20/22 [00:00<00:00, 171.03it/s, v_num=0]
Epoch 30: 95%|ββββββββββ| 21/22 [00:00<00:00, 172.80it/s, v_num=0]
Epoch 30: 95%|ββββββββββ| 21/22 [00:00<00:00, 171.01it/s, v_num=0]
Epoch 30: 100%|ββββββββββ| 22/22 [00:00<00:00, 172.62it/s, v_num=0]
Epoch 30: 100%|ββββββββββ| 22/22 [00:00<00:00, 170.64it/s, v_num=0]
Epoch 30: 100%|ββββββββββ| 22/22 [00:00<00:00, 168.56it/s, v_num=0]
Epoch 30: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 31: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 31: 5%|β | 1/22 [00:00<00:00, 176.57it/s, v_num=0]
Epoch 31: 5%|β | 1/22 [00:00<00:00, 150.07it/s, v_num=0]
Epoch 31: 9%|β | 2/22 [00:00<00:00, 173.95it/s, v_num=0]
Epoch 31: 9%|β | 2/22 [00:00<00:00, 157.13it/s, v_num=0]
Epoch 31: 14%|ββ | 3/22 [00:00<00:00, 174.71it/s, v_num=0]
Epoch 31: 14%|ββ | 3/22 [00:00<00:00, 161.94it/s, v_num=0]
Epoch 31: 18%|ββ | 4/22 [00:00<00:00, 172.18it/s, v_num=0]
Epoch 31: 18%|ββ | 4/22 [00:00<00:00, 165.13it/s, v_num=0]
Epoch 31: 23%|βββ | 5/22 [00:00<00:00, 171.28it/s, v_num=0]
Epoch 31: 23%|βββ | 5/22 [00:00<00:00, 164.06it/s, v_num=0]
Epoch 31: 27%|βββ | 6/22 [00:00<00:00, 172.31it/s, v_num=0]
Epoch 31: 27%|βββ | 6/22 [00:00<00:00, 166.29it/s, v_num=0]
Epoch 31: 32%|ββββ | 7/22 [00:00<00:00, 171.56it/s, v_num=0]
Epoch 31: 32%|ββββ | 7/22 [00:00<00:00, 166.33it/s, v_num=0]
Epoch 31: 36%|ββββ | 8/22 [00:00<00:00, 170.58it/s, v_num=0]
Epoch 31: 36%|ββββ | 8/22 [00:00<00:00, 167.08it/s, v_num=0]
Epoch 31: 41%|ββββ | 9/22 [00:00<00:00, 166.28it/s, v_num=0]
Epoch 31: 41%|ββββ | 9/22 [00:00<00:00, 162.74it/s, v_num=0]
Epoch 31: 45%|βββββ | 10/22 [00:00<00:00, 163.12it/s, v_num=0]
Epoch 31: 45%|βββββ | 10/22 [00:00<00:00, 157.37it/s, v_num=0]
Epoch 31: 50%|βββββ | 11/22 [00:00<00:00, 158.55it/s, v_num=0]
Epoch 31: 50%|βββββ | 11/22 [00:00<00:00, 150.58it/s, v_num=0]
Epoch 31: 55%|ββββββ | 12/22 [00:00<00:00, 151.96it/s, v_num=0]
Epoch 31: 55%|ββββββ | 12/22 [00:00<00:00, 148.91it/s, v_num=0]
Epoch 31: 59%|ββββββ | 13/22 [00:00<00:00, 153.26it/s, v_num=0]
Epoch 31: 59%|ββββββ | 13/22 [00:00<00:00, 150.56it/s, v_num=0]
Epoch 31: 64%|βββββββ | 14/22 [00:00<00:00, 154.05it/s, v_num=0]
Epoch 31: 64%|βββββββ | 14/22 [00:00<00:00, 151.79it/s, v_num=0]
Epoch 31: 68%|βββββββ | 15/22 [00:00<00:00, 155.39it/s, v_num=0]
Epoch 31: 68%|βββββββ | 15/22 [00:00<00:00, 153.21it/s, v_num=0]
Epoch 31: 73%|ββββββββ | 16/22 [00:00<00:00, 156.42it/s, v_num=0]
Epoch 31: 73%|ββββββββ | 16/22 [00:00<00:00, 154.44it/s, v_num=0]
Epoch 31: 77%|ββββββββ | 17/22 [00:00<00:00, 157.81it/s, v_num=0]
Epoch 31: 77%|ββββββββ | 17/22 [00:00<00:00, 155.89it/s, v_num=0]
Epoch 31: 82%|βββββββββ | 18/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 31: 82%|βββββββββ | 18/22 [00:00<00:00, 156.97it/s, v_num=0]
Epoch 31: 86%|βββββββββ | 19/22 [00:00<00:00, 154.98it/s, v_num=0]
Epoch 31: 86%|βββββββββ | 19/22 [00:00<00:00, 153.39it/s, v_num=0]
Epoch 31: 91%|βββββββββ | 20/22 [00:00<00:00, 155.85it/s, v_num=0]
Epoch 31: 91%|βββββββββ | 20/22 [00:00<00:00, 154.22it/s, v_num=0]
Epoch 31: 95%|ββββββββββ| 21/22 [00:00<00:00, 156.72it/s, v_num=0]
Epoch 31: 95%|ββββββββββ| 21/22 [00:00<00:00, 155.19it/s, v_num=0]
Epoch 31: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.26it/s, v_num=0]
Epoch 31: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.58it/s, v_num=0]
Epoch 31: 100%|ββββββββββ| 22/22 [00:00<00:00, 153.98it/s, v_num=0]
Epoch 31: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 32: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 32: 5%|β | 1/22 [00:00<00:00, 187.61it/s, v_num=0]
Epoch 32: 5%|β | 1/22 [00:00<00:00, 149.81it/s, v_num=0]
Epoch 32: 9%|β | 2/22 [00:00<00:00, 190.10it/s, v_num=0]
Epoch 32: 9%|β | 2/22 [00:00<00:00, 170.74it/s, v_num=0]
Epoch 32: 14%|ββ | 3/22 [00:00<00:00, 188.91it/s, v_num=0]
Epoch 32: 14%|ββ | 3/22 [00:00<00:00, 176.00it/s, v_num=0]
Epoch 32: 18%|ββ | 4/22 [00:00<00:00, 190.99it/s, v_num=0]
Epoch 32: 18%|ββ | 4/22 [00:00<00:00, 179.43it/s, v_num=0]
Epoch 32: 23%|βββ | 5/22 [00:00<00:00, 189.51it/s, v_num=0]
Epoch 32: 23%|βββ | 5/22 [00:00<00:00, 181.11it/s, v_num=0]
Epoch 32: 27%|βββ | 6/22 [00:00<00:00, 188.33it/s, v_num=0]
Epoch 32: 27%|βββ | 6/22 [00:00<00:00, 181.74it/s, v_num=0]
Epoch 32: 32%|ββββ | 7/22 [00:00<00:00, 183.14it/s, v_num=0]
Epoch 32: 32%|ββββ | 7/22 [00:00<00:00, 177.51it/s, v_num=0]
Epoch 32: 36%|ββββ | 8/22 [00:00<00:00, 183.73it/s, v_num=0]
Epoch 32: 36%|ββββ | 8/22 [00:00<00:00, 178.84it/s, v_num=0]
Epoch 32: 41%|ββββ | 9/22 [00:00<00:00, 183.17it/s, v_num=0]
Epoch 32: 41%|ββββ | 9/22 [00:00<00:00, 178.84it/s, v_num=0]
Epoch 32: 45%|βββββ | 10/22 [00:00<00:00, 181.30it/s, v_num=0]
Epoch 32: 45%|βββββ | 10/22 [00:00<00:00, 176.66it/s, v_num=0]
Epoch 32: 50%|βββββ | 11/22 [00:00<00:00, 179.60it/s, v_num=0]
Epoch 32: 50%|βββββ | 11/22 [00:00<00:00, 175.73it/s, v_num=0]
Epoch 32: 55%|ββββββ | 12/22 [00:00<00:00, 180.49it/s, v_num=0]
Epoch 32: 55%|ββββββ | 12/22 [00:00<00:00, 177.53it/s, v_num=0]
Epoch 32: 59%|ββββββ | 13/22 [00:00<00:00, 181.63it/s, v_num=0]
Epoch 32: 59%|ββββββ | 13/22 [00:00<00:00, 178.56it/s, v_num=0]
Epoch 32: 64%|βββββββ | 14/22 [00:00<00:00, 182.34it/s, v_num=0]
Epoch 32: 64%|βββββββ | 14/22 [00:00<00:00, 179.55it/s, v_num=0]
Epoch 32: 68%|βββββββ | 15/22 [00:00<00:00, 183.80it/s, v_num=0]
Epoch 32: 68%|βββββββ | 15/22 [00:00<00:00, 181.21it/s, v_num=0]
Epoch 32: 73%|ββββββββ | 16/22 [00:00<00:00, 183.42it/s, v_num=0]
Epoch 32: 73%|ββββββββ | 16/22 [00:00<00:00, 180.90it/s, v_num=0]
Epoch 32: 77%|ββββββββ | 17/22 [00:00<00:00, 184.81it/s, v_num=0]
Epoch 32: 77%|ββββββββ | 17/22 [00:00<00:00, 179.10it/s, v_num=0]
Epoch 32: 82%|βββββββββ | 18/22 [00:00<00:00, 181.10it/s, v_num=0]
Epoch 32: 82%|βββββββββ | 18/22 [00:00<00:00, 179.68it/s, v_num=0]
Epoch 32: 86%|βββββββββ | 19/22 [00:00<00:00, 180.70it/s, v_num=0]
Epoch 32: 86%|βββββββββ | 19/22 [00:00<00:00, 177.65it/s, v_num=0]
Epoch 32: 91%|βββββββββ | 20/22 [00:00<00:00, 180.32it/s, v_num=0]
Epoch 32: 91%|βββββββββ | 20/22 [00:00<00:00, 179.13it/s, v_num=0]
Epoch 32: 95%|ββββββββββ| 21/22 [00:00<00:00, 180.57it/s, v_num=0]
Epoch 32: 95%|ββββββββββ| 21/22 [00:00<00:00, 179.09it/s, v_num=0]
Epoch 32: 100%|ββββββββββ| 22/22 [00:00<00:00, 180.79it/s, v_num=0]
Epoch 32: 100%|ββββββββββ| 22/22 [00:00<00:00, 179.75it/s, v_num=0]
Epoch 32: 100%|ββββββββββ| 22/22 [00:00<00:00, 176.54it/s, v_num=0]
Epoch 32: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 33: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 33: 5%|β | 1/22 [00:00<00:00, 141.14it/s, v_num=0]
Epoch 33: 5%|β | 1/22 [00:00<00:00, 83.32it/s, v_num=0]
Epoch 33: 9%|β | 2/22 [00:00<00:00, 120.98it/s, v_num=0]
Epoch 33: 9%|β | 2/22 [00:00<00:00, 109.62it/s, v_num=0]
Epoch 33: 14%|ββ | 3/22 [00:00<00:00, 130.72it/s, v_num=0]
Epoch 33: 14%|ββ | 3/22 [00:00<00:00, 126.34it/s, v_num=0]
Epoch 33: 18%|ββ | 4/22 [00:00<00:00, 140.25it/s, v_num=0]
Epoch 33: 18%|ββ | 4/22 [00:00<00:00, 131.33it/s, v_num=0]
Epoch 33: 23%|βββ | 5/22 [00:00<00:00, 144.39it/s, v_num=0]
Epoch 33: 23%|βββ | 5/22 [00:00<00:00, 141.30it/s, v_num=0]
Epoch 33: 27%|βββ | 6/22 [00:00<00:00, 149.72it/s, v_num=0]
Epoch 33: 27%|βββ | 6/22 [00:00<00:00, 147.01it/s, v_num=0]
Epoch 33: 32%|ββββ | 7/22 [00:00<00:00, 154.37it/s, v_num=0]
Epoch 33: 32%|ββββ | 7/22 [00:00<00:00, 147.69it/s, v_num=0]
Epoch 33: 36%|ββββ | 8/22 [00:00<00:00, 154.56it/s, v_num=0]
Epoch 33: 36%|ββββ | 8/22 [00:00<00:00, 148.33it/s, v_num=0]
Epoch 33: 41%|ββββ | 9/22 [00:00<00:00, 153.26it/s, v_num=0]
Epoch 33: 41%|ββββ | 9/22 [00:00<00:00, 149.63it/s, v_num=0]
Epoch 33: 45%|βββββ | 10/22 [00:00<00:00, 154.32it/s, v_num=0]
Epoch 33: 45%|βββββ | 10/22 [00:00<00:00, 149.63it/s, v_num=0]
Epoch 33: 50%|βββββ | 11/22 [00:00<00:00, 153.98it/s, v_num=0]
Epoch 33: 50%|βββββ | 11/22 [00:00<00:00, 152.26it/s, v_num=0]
Epoch 33: 55%|ββββββ | 12/22 [00:00<00:00, 156.18it/s, v_num=0]
Epoch 33: 55%|ββββββ | 12/22 [00:00<00:00, 154.23it/s, v_num=0]
Epoch 33: 59%|ββββββ | 13/22 [00:00<00:00, 156.99it/s, v_num=0]
Epoch 33: 59%|ββββββ | 13/22 [00:00<00:00, 155.12it/s, v_num=0]
Epoch 33: 64%|βββββββ | 14/22 [00:00<00:00, 157.60it/s, v_num=0]
Epoch 33: 64%|βββββββ | 14/22 [00:00<00:00, 154.22it/s, v_num=0]
Epoch 33: 68%|βββββββ | 15/22 [00:00<00:00, 158.66it/s, v_num=0]
Epoch 33: 68%|βββββββ | 15/22 [00:00<00:00, 155.95it/s, v_num=0]
Epoch 33: 73%|ββββββββ | 16/22 [00:00<00:00, 158.00it/s, v_num=0]
Epoch 33: 73%|ββββββββ | 16/22 [00:00<00:00, 156.79it/s, v_num=0]
Epoch 33: 77%|ββββββββ | 17/22 [00:00<00:00, 157.57it/s, v_num=0]
Epoch 33: 77%|ββββββββ | 17/22 [00:00<00:00, 156.27it/s, v_num=0]
Epoch 33: 82%|βββββββββ | 18/22 [00:00<00:00, 158.88it/s, v_num=0]
Epoch 33: 82%|βββββββββ | 18/22 [00:00<00:00, 157.84it/s, v_num=0]
Epoch 33: 86%|βββββββββ | 19/22 [00:00<00:00, 159.58it/s, v_num=0]
Epoch 33: 86%|βββββββββ | 19/22 [00:00<00:00, 158.54it/s, v_num=0]
Epoch 33: 91%|βββββββββ | 20/22 [00:00<00:00, 160.19it/s, v_num=0]
Epoch 33: 91%|βββββββββ | 20/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 33: 95%|ββββββββββ| 21/22 [00:00<00:00, 158.28it/s, v_num=0]
Epoch 33: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.10it/s, v_num=0]
Epoch 33: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.70it/s, v_num=0]
Epoch 33: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.92it/s, v_num=0]
Epoch 33: 100%|ββββββββββ| 22/22 [00:00<00:00, 153.35it/s, v_num=0]
Epoch 33: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 34: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 34: 5%|β | 1/22 [00:00<00:00, 145.85it/s, v_num=0]
Epoch 34: 5%|β | 1/22 [00:00<00:00, 124.98it/s, v_num=0]
Epoch 34: 9%|β | 2/22 [00:00<00:00, 145.46it/s, v_num=0]
Epoch 34: 9%|β | 2/22 [00:00<00:00, 133.72it/s, v_num=0]
Epoch 34: 14%|ββ | 3/22 [00:00<00:00, 142.48it/s, v_num=0]
Epoch 34: 14%|ββ | 3/22 [00:00<00:00, 137.59it/s, v_num=0]
Epoch 34: 18%|ββ | 4/22 [00:00<00:00, 152.52it/s, v_num=0]
Epoch 34: 18%|ββ | 4/22 [00:00<00:00, 146.85it/s, v_num=0]
Epoch 34: 23%|βββ | 5/22 [00:00<00:00, 151.30it/s, v_num=0]
Epoch 34: 23%|βββ | 5/22 [00:00<00:00, 147.46it/s, v_num=0]
Epoch 34: 27%|βββ | 6/22 [00:00<00:00, 156.60it/s, v_num=0]
Epoch 34: 27%|βββ | 6/22 [00:00<00:00, 153.53it/s, v_num=0]
Epoch 34: 32%|ββββ | 7/22 [00:00<00:00, 159.17it/s, v_num=0]
Epoch 34: 32%|ββββ | 7/22 [00:00<00:00, 155.82it/s, v_num=0]
Epoch 34: 36%|ββββ | 8/22 [00:00<00:00, 159.94it/s, v_num=0]
Epoch 34: 36%|ββββ | 8/22 [00:00<00:00, 157.09it/s, v_num=0]
Epoch 34: 41%|ββββ | 9/22 [00:00<00:00, 162.11it/s, v_num=0]
Epoch 34: 41%|ββββ | 9/22 [00:00<00:00, 159.51it/s, v_num=0]
Epoch 34: 45%|βββββ | 10/22 [00:00<00:00, 163.41it/s, v_num=0]
Epoch 34: 45%|βββββ | 10/22 [00:00<00:00, 158.01it/s, v_num=0]
Epoch 34: 50%|βββββ | 11/22 [00:00<00:00, 160.29it/s, v_num=0]
Epoch 34: 50%|βββββ | 11/22 [00:00<00:00, 157.85it/s, v_num=0]
Epoch 34: 55%|ββββββ | 12/22 [00:00<00:00, 160.29it/s, v_num=0]
Epoch 34: 55%|ββββββ | 12/22 [00:00<00:00, 158.05it/s, v_num=0]
Epoch 34: 59%|ββββββ | 13/22 [00:00<00:00, 159.51it/s, v_num=0]
Epoch 34: 59%|ββββββ | 13/22 [00:00<00:00, 157.82it/s, v_num=0]
Epoch 34: 64%|βββββββ | 14/22 [00:00<00:00, 160.59it/s, v_num=0]
Epoch 34: 64%|βββββββ | 14/22 [00:00<00:00, 159.16it/s, v_num=0]
Epoch 34: 68%|βββββββ | 15/22 [00:00<00:00, 161.93it/s, v_num=0]
Epoch 34: 68%|βββββββ | 15/22 [00:00<00:00, 160.49it/s, v_num=0]
Epoch 34: 73%|ββββββββ | 16/22 [00:00<00:00, 162.84it/s, v_num=0]
Epoch 34: 73%|ββββββββ | 16/22 [00:00<00:00, 161.14it/s, v_num=0]
Epoch 34: 77%|ββββββββ | 17/22 [00:00<00:00, 163.30it/s, v_num=0]
Epoch 34: 77%|ββββββββ | 17/22 [00:00<00:00, 160.50it/s, v_num=0]
Epoch 34: 82%|βββββββββ | 18/22 [00:00<00:00, 162.47it/s, v_num=0]
Epoch 34: 82%|βββββββββ | 18/22 [00:00<00:00, 159.60it/s, v_num=0]
Epoch 34: 86%|βββββββββ | 19/22 [00:00<00:00, 161.72it/s, v_num=0]
Epoch 34: 86%|βββββββββ | 19/22 [00:00<00:00, 160.44it/s, v_num=0]
Epoch 34: 91%|βββββββββ | 20/22 [00:00<00:00, 160.18it/s, v_num=0]
Epoch 34: 91%|βββββββββ | 20/22 [00:00<00:00, 157.09it/s, v_num=0]
Epoch 34: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.53it/s, v_num=0]
Epoch 34: 95%|ββββββββββ| 21/22 [00:00<00:00, 155.57it/s, v_num=0]
Epoch 34: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.03it/s, v_num=0]
Epoch 34: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.39it/s, v_num=0]
Epoch 34: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.97it/s, v_num=0]
Epoch 34: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 35: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 35: 5%|β | 1/22 [00:00<00:00, 197.31it/s, v_num=0]
Epoch 35: 5%|β | 1/22 [00:00<00:00, 156.32it/s, v_num=0]
Epoch 35: 9%|β | 2/22 [00:00<00:00, 194.11it/s, v_num=0]
Epoch 35: 9%|β | 2/22 [00:00<00:00, 167.37it/s, v_num=0]
Epoch 35: 14%|ββ | 3/22 [00:00<00:00, 183.67it/s, v_num=0]
Epoch 35: 14%|ββ | 3/22 [00:00<00:00, 172.04it/s, v_num=0]
Epoch 35: 18%|ββ | 4/22 [00:00<00:00, 187.70it/s, v_num=0]
Epoch 35: 18%|ββ | 4/22 [00:00<00:00, 178.25it/s, v_num=0]
Epoch 35: 23%|βββ | 5/22 [00:00<00:00, 184.82it/s, v_num=0]
Epoch 35: 23%|βββ | 5/22 [00:00<00:00, 169.38it/s, v_num=0]
Epoch 35: 27%|βββ | 6/22 [00:00<00:00, 170.52it/s, v_num=0]
Epoch 35: 27%|βββ | 6/22 [00:00<00:00, 160.72it/s, v_num=0]
Epoch 35: 32%|ββββ | 7/22 [00:00<00:00, 168.42it/s, v_num=0]
Epoch 35: 32%|ββββ | 7/22 [00:00<00:00, 165.09it/s, v_num=0]
Epoch 35: 36%|ββββ | 8/22 [00:00<00:00, 167.07it/s, v_num=0]
Epoch 35: 36%|ββββ | 8/22 [00:00<00:00, 161.20it/s, v_num=0]
Epoch 35: 41%|ββββ | 9/22 [00:00<00:00, 165.95it/s, v_num=0]
Epoch 35: 41%|ββββ | 9/22 [00:00<00:00, 162.51it/s, v_num=0]
Epoch 35: 45%|βββββ | 10/22 [00:00<00:00, 165.10it/s, v_num=0]
Epoch 35: 45%|βββββ | 10/22 [00:00<00:00, 162.72it/s, v_num=0]
Epoch 35: 50%|βββββ | 11/22 [00:00<00:00, 165.29it/s, v_num=0]
Epoch 35: 50%|βββββ | 11/22 [00:00<00:00, 160.34it/s, v_num=0]
Epoch 35: 55%|ββββββ | 12/22 [00:00<00:00, 160.67it/s, v_num=0]
Epoch 35: 55%|ββββββ | 12/22 [00:00<00:00, 158.70it/s, v_num=0]
Epoch 35: 59%|ββββββ | 13/22 [00:00<00:00, 160.47it/s, v_num=0]
Epoch 35: 59%|ββββββ | 13/22 [00:00<00:00, 158.61it/s, v_num=0]
Epoch 35: 64%|βββββββ | 14/22 [00:00<00:00, 158.74it/s, v_num=0]
Epoch 35: 64%|βββββββ | 14/22 [00:00<00:00, 156.53it/s, v_num=0]
Epoch 35: 68%|βββββββ | 15/22 [00:00<00:00, 155.00it/s, v_num=0]
Epoch 35: 68%|βββββββ | 15/22 [00:00<00:00, 151.25it/s, v_num=0]
Epoch 35: 73%|ββββββββ | 16/22 [00:00<00:00, 150.57it/s, v_num=0]
Epoch 35: 73%|ββββββββ | 16/22 [00:00<00:00, 148.46it/s, v_num=0]
Epoch 35: 77%|ββββββββ | 17/22 [00:00<00:00, 152.17it/s, v_num=0]
Epoch 35: 77%|ββββββββ | 17/22 [00:00<00:00, 150.17it/s, v_num=0]
Epoch 35: 82%|βββββββββ | 18/22 [00:00<00:00, 152.52it/s, v_num=0]
Epoch 35: 82%|βββββββββ | 18/22 [00:00<00:00, 150.91it/s, v_num=0]
Epoch 35: 86%|βββββββββ | 19/22 [00:00<00:00, 153.67it/s, v_num=0]
Epoch 35: 86%|βββββββββ | 19/22 [00:00<00:00, 152.17it/s, v_num=0]
Epoch 35: 91%|βββββββββ | 20/22 [00:00<00:00, 155.22it/s, v_num=0]
Epoch 35: 91%|βββββββββ | 20/22 [00:00<00:00, 153.61it/s, v_num=0]
Epoch 35: 95%|ββββββββββ| 21/22 [00:00<00:00, 156.65it/s, v_num=0]
Epoch 35: 95%|ββββββββββ| 21/22 [00:00<00:00, 153.48it/s, v_num=0]
Epoch 35: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.02it/s, v_num=0]
Epoch 35: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.75it/s, v_num=0]
Epoch 35: 100%|ββββββββββ| 22/22 [00:00<00:00, 153.38it/s, v_num=0]
Epoch 35: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 36: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 36: 5%|β | 1/22 [00:00<00:00, 144.05it/s, v_num=0]
Epoch 36: 5%|β | 1/22 [00:00<00:00, 118.53it/s, v_num=0]
Epoch 36: 9%|β | 2/22 [00:00<00:00, 150.33it/s, v_num=0]
Epoch 36: 9%|β | 2/22 [00:00<00:00, 137.98it/s, v_num=0]
Epoch 36: 14%|ββ | 3/22 [00:00<00:00, 162.57it/s, v_num=0]
Epoch 36: 14%|ββ | 3/22 [00:00<00:00, 153.26it/s, v_num=0]
Epoch 36: 18%|ββ | 4/22 [00:00<00:00, 171.26it/s, v_num=0]
Epoch 36: 18%|ββ | 4/22 [00:00<00:00, 163.62it/s, v_num=0]
Epoch 36: 23%|βββ | 5/22 [00:00<00:00, 176.71it/s, v_num=0]
Epoch 36: 23%|βββ | 5/22 [00:00<00:00, 169.89it/s, v_num=0]
Epoch 36: 27%|βββ | 6/22 [00:00<00:00, 178.63it/s, v_num=0]
Epoch 36: 27%|βββ | 6/22 [00:00<00:00, 171.98it/s, v_num=0]
Epoch 36: 32%|ββββ | 7/22 [00:00<00:00, 179.89it/s, v_num=0]
Epoch 36: 32%|ββββ | 7/22 [00:00<00:00, 173.69it/s, v_num=0]
Epoch 36: 36%|ββββ | 8/22 [00:00<00:00, 179.30it/s, v_num=0]
Epoch 36: 36%|ββββ | 8/22 [00:00<00:00, 174.50it/s, v_num=0]
Epoch 36: 41%|ββββ | 9/22 [00:00<00:00, 173.03it/s, v_num=0]
Epoch 36: 41%|ββββ | 9/22 [00:00<00:00, 168.95it/s, v_num=0]
Epoch 36: 45%|βββββ | 10/22 [00:00<00:00, 175.34it/s, v_num=0]
Epoch 36: 45%|βββββ | 10/22 [00:00<00:00, 171.09it/s, v_num=0]
Epoch 36: 50%|βββββ | 11/22 [00:00<00:00, 175.35it/s, v_num=0]
Epoch 36: 50%|βββββ | 11/22 [00:00<00:00, 171.53it/s, v_num=0]
Epoch 36: 55%|ββββββ | 12/22 [00:00<00:00, 175.47it/s, v_num=0]
Epoch 36: 55%|ββββββ | 12/22 [00:00<00:00, 172.45it/s, v_num=0]
Epoch 36: 59%|ββββββ | 13/22 [00:00<00:00, 176.12it/s, v_num=0]
Epoch 36: 59%|ββββββ | 13/22 [00:00<00:00, 173.10it/s, v_num=0]
Epoch 36: 64%|βββββββ | 14/22 [00:00<00:00, 162.63it/s, v_num=0]
Epoch 36: 64%|βββββββ | 14/22 [00:00<00:00, 159.95it/s, v_num=0]
Epoch 36: 68%|βββββββ | 15/22 [00:00<00:00, 163.63it/s, v_num=0]
Epoch 36: 68%|βββββββ | 15/22 [00:00<00:00, 161.43it/s, v_num=0]
Epoch 36: 73%|ββββββββ | 16/22 [00:00<00:00, 165.84it/s, v_num=0]
Epoch 36: 73%|ββββββββ | 16/22 [00:00<00:00, 163.75it/s, v_num=0]
Epoch 36: 77%|ββββββββ | 17/22 [00:00<00:00, 167.81it/s, v_num=0]
Epoch 36: 77%|ββββββββ | 17/22 [00:00<00:00, 165.90it/s, v_num=0]
Epoch 36: 82%|βββββββββ | 18/22 [00:00<00:00, 169.78it/s, v_num=0]
Epoch 36: 82%|βββββββββ | 18/22 [00:00<00:00, 167.36it/s, v_num=0]
Epoch 36: 86%|βββββββββ | 19/22 [00:00<00:00, 170.63it/s, v_num=0]
Epoch 36: 86%|βββββββββ | 19/22 [00:00<00:00, 168.90it/s, v_num=0]
Epoch 36: 91%|βββββββββ | 20/22 [00:00<00:00, 172.24it/s, v_num=0]
Epoch 36: 91%|βββββββββ | 20/22 [00:00<00:00, 170.44it/s, v_num=0]
Epoch 36: 95%|ββββββββββ| 21/22 [00:00<00:00, 172.70it/s, v_num=0]
Epoch 36: 95%|ββββββββββ| 21/22 [00:00<00:00, 170.92it/s, v_num=0]
Epoch 36: 100%|ββββββββββ| 22/22 [00:00<00:00, 173.47it/s, v_num=0]
Epoch 36: 100%|ββββββββββ| 22/22 [00:00<00:00, 171.76it/s, v_num=0]
Epoch 36: 100%|ββββββββββ| 22/22 [00:00<00:00, 170.06it/s, v_num=0]
Epoch 36: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 37: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 37: 5%|β | 1/22 [00:00<00:00, 198.55it/s, v_num=0]
Epoch 37: 5%|β | 1/22 [00:00<00:00, 156.10it/s, v_num=0]
Epoch 37: 9%|β | 2/22 [00:00<00:00, 190.36it/s, v_num=0]
Epoch 37: 9%|β | 2/22 [00:00<00:00, 171.19it/s, v_num=0]
Epoch 37: 14%|ββ | 3/22 [00:00<00:00, 185.15it/s, v_num=0]
Epoch 37: 14%|ββ | 3/22 [00:00<00:00, 172.93it/s, v_num=0]
Epoch 37: 18%|ββ | 4/22 [00:00<00:00, 180.91it/s, v_num=0]
Epoch 37: 18%|ββ | 4/22 [00:00<00:00, 171.73it/s, v_num=0]
Epoch 37: 23%|βββ | 5/22 [00:00<00:00, 183.11it/s, v_num=0]
Epoch 37: 23%|βββ | 5/22 [00:00<00:00, 174.72it/s, v_num=0]
Epoch 37: 27%|βββ | 6/22 [00:00<00:00, 185.25it/s, v_num=0]
Epoch 37: 27%|βββ | 6/22 [00:00<00:00, 179.00it/s, v_num=0]
Epoch 37: 32%|ββββ | 7/22 [00:00<00:00, 185.14it/s, v_num=0]
Epoch 37: 32%|ββββ | 7/22 [00:00<00:00, 179.85it/s, v_num=0]
Epoch 37: 36%|ββββ | 8/22 [00:00<00:00, 188.26it/s, v_num=0]
Epoch 37: 36%|ββββ | 8/22 [00:00<00:00, 183.44it/s, v_num=0]
Epoch 37: 41%|ββββ | 9/22 [00:00<00:00, 182.28it/s, v_num=0]
Epoch 37: 41%|ββββ | 9/22 [00:00<00:00, 177.20it/s, v_num=0]
Epoch 37: 45%|βββββ | 10/22 [00:00<00:00, 175.67it/s, v_num=0]
Epoch 37: 45%|βββββ | 10/22 [00:00<00:00, 173.01it/s, v_num=0]
Epoch 37: 50%|βββββ | 11/22 [00:00<00:00, 174.47it/s, v_num=0]
Epoch 37: 50%|βββββ | 11/22 [00:00<00:00, 168.97it/s, v_num=0]
Epoch 37: 55%|ββββββ | 12/22 [00:00<00:00, 170.24it/s, v_num=0]
Epoch 37: 55%|ββββββ | 12/22 [00:00<00:00, 167.47it/s, v_num=0]
Epoch 37: 59%|ββββββ | 13/22 [00:00<00:00, 170.65it/s, v_num=0]
Epoch 37: 59%|ββββββ | 13/22 [00:00<00:00, 168.46it/s, v_num=0]
Epoch 37: 64%|βββββββ | 14/22 [00:00<00:00, 168.15it/s, v_num=0]
Epoch 37: 64%|βββββββ | 14/22 [00:00<00:00, 163.97it/s, v_num=0]
Epoch 37: 68%|βββββββ | 15/22 [00:00<00:00, 165.03it/s, v_num=0]
Epoch 37: 68%|βββββββ | 15/22 [00:00<00:00, 163.23it/s, v_num=0]
Epoch 37: 73%|ββββββββ | 16/22 [00:00<00:00, 164.50it/s, v_num=0]
Epoch 37: 73%|ββββββββ | 16/22 [00:00<00:00, 160.71it/s, v_num=0]
Epoch 37: 77%|ββββββββ | 17/22 [00:00<00:00, 162.11it/s, v_num=0]
Epoch 37: 77%|ββββββββ | 17/22 [00:00<00:00, 160.57it/s, v_num=0]
Epoch 37: 82%|βββββββββ | 18/22 [00:00<00:00, 162.40it/s, v_num=0]
Epoch 37: 82%|βββββββββ | 18/22 [00:00<00:00, 159.36it/s, v_num=0]
Epoch 37: 86%|βββββββββ | 19/22 [00:00<00:00, 160.96it/s, v_num=0]
Epoch 37: 86%|βββββββββ | 19/22 [00:00<00:00, 159.80it/s, v_num=0]
Epoch 37: 91%|βββββββββ | 20/22 [00:00<00:00, 161.41it/s, v_num=0]
Epoch 37: 91%|βββββββββ | 20/22 [00:00<00:00, 160.32it/s, v_num=0]
Epoch 37: 95%|ββββββββββ| 21/22 [00:00<00:00, 161.03it/s, v_num=0]
Epoch 37: 95%|ββββββββββ| 21/22 [00:00<00:00, 158.57it/s, v_num=0]
Epoch 37: 100%|ββββββββββ| 22/22 [00:00<00:00, 158.59it/s, v_num=0]
Epoch 37: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.41it/s, v_num=0]
Epoch 37: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.28it/s, v_num=0]
Epoch 37: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 38: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 38: 5%|β | 1/22 [00:00<00:00, 138.74it/s, v_num=0]
Epoch 38: 5%|β | 1/22 [00:00<00:00, 105.27it/s, v_num=0]
Epoch 38: 9%|β | 2/22 [00:00<00:00, 127.35it/s, v_num=0]
Epoch 38: 9%|β | 2/22 [00:00<00:00, 100.59it/s, v_num=0]
Epoch 38: 14%|ββ | 3/22 [00:00<00:00, 113.21it/s, v_num=0]
Epoch 38: 14%|ββ | 3/22 [00:00<00:00, 101.27it/s, v_num=0]
Epoch 38: 18%|ββ | 4/22 [00:00<00:00, 107.96it/s, v_num=0]
Epoch 38: 18%|ββ | 4/22 [00:00<00:00, 97.78it/s, v_num=0]
Epoch 38: 23%|βββ | 5/22 [00:00<00:00, 104.89it/s, v_num=0]
Epoch 38: 23%|βββ | 5/22 [00:00<00:00, 100.54it/s, v_num=0]
Epoch 38: 27%|βββ | 6/22 [00:00<00:00, 104.82it/s, v_num=0]
Epoch 38: 27%|βββ | 6/22 [00:00<00:00, 102.06it/s, v_num=0]
Epoch 38: 32%|ββββ | 7/22 [00:00<00:00, 103.17it/s, v_num=0]
Epoch 38: 32%|ββββ | 7/22 [00:00<00:00, 100.70it/s, v_num=0]
Epoch 38: 36%|ββββ | 8/22 [00:00<00:00, 104.76it/s, v_num=0]
Epoch 38: 36%|ββββ | 8/22 [00:00<00:00, 102.53it/s, v_num=0]
Epoch 38: 41%|ββββ | 9/22 [00:00<00:00, 103.76it/s, v_num=0]
Epoch 38: 41%|ββββ | 9/22 [00:00<00:00, 102.82it/s, v_num=0]
Epoch 38: 45%|βββββ | 10/22 [00:00<00:00, 107.69it/s, v_num=0]
Epoch 38: 45%|βββββ | 10/22 [00:00<00:00, 106.47it/s, v_num=0]
Epoch 38: 50%|βββββ | 11/22 [00:00<00:00, 110.35it/s, v_num=0]
Epoch 38: 50%|βββββ | 11/22 [00:00<00:00, 108.85it/s, v_num=0]
Epoch 38: 55%|ββββββ | 12/22 [00:00<00:00, 114.01it/s, v_num=0]
Epoch 38: 55%|ββββββ | 12/22 [00:00<00:00, 112.64it/s, v_num=0]
Epoch 38: 59%|ββββββ | 13/22 [00:00<00:00, 112.99it/s, v_num=0]
Epoch 38: 59%|ββββββ | 13/22 [00:00<00:00, 111.57it/s, v_num=0]
Epoch 38: 64%|βββββββ | 14/22 [00:00<00:00, 116.11it/s, v_num=0]
Epoch 38: 64%|βββββββ | 14/22 [00:00<00:00, 114.93it/s, v_num=0]
Epoch 38: 68%|βββββββ | 15/22 [00:00<00:00, 118.49it/s, v_num=0]
Epoch 38: 68%|βββββββ | 15/22 [00:00<00:00, 115.06it/s, v_num=0]
Epoch 38: 73%|ββββββββ | 16/22 [00:00<00:00, 117.44it/s, v_num=0]
Epoch 38: 73%|ββββββββ | 16/22 [00:00<00:00, 116.33it/s, v_num=0]
Epoch 38: 77%|ββββββββ | 17/22 [00:00<00:00, 119.93it/s, v_num=0]
Epoch 38: 77%|ββββββββ | 17/22 [00:00<00:00, 113.89it/s, v_num=0]
Epoch 38: 82%|βββββββββ | 18/22 [00:00<00:00, 113.94it/s, v_num=0]
Epoch 38: 82%|βββββββββ | 18/22 [00:00<00:00, 111.91it/s, v_num=0]
Epoch 38: 86%|βββββββββ | 19/22 [00:00<00:00, 115.13it/s, v_num=0]
Epoch 38: 86%|βββββββββ | 19/22 [00:00<00:00, 114.41it/s, v_num=0]
Epoch 38: 91%|βββββββββ | 20/22 [00:00<00:00, 116.54it/s, v_num=0]
Epoch 38: 91%|βββββββββ | 20/22 [00:00<00:00, 115.93it/s, v_num=0]
Epoch 38: 95%|ββββββββββ| 21/22 [00:00<00:00, 118.82it/s, v_num=0]
Epoch 38: 95%|ββββββββββ| 21/22 [00:00<00:00, 118.19it/s, v_num=0]
Epoch 38: 100%|ββββββββββ| 22/22 [00:00<00:00, 120.11it/s, v_num=0]
Epoch 38: 100%|ββββββββββ| 22/22 [00:00<00:00, 119.37it/s, v_num=0]
Epoch 38: 100%|ββββββββββ| 22/22 [00:00<00:00, 118.33it/s, v_num=0]
Epoch 38: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 39: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 39: 5%|β | 1/22 [00:00<00:00, 187.98it/s, v_num=0]
Epoch 39: 5%|β | 1/22 [00:00<00:00, 153.95it/s, v_num=0]
Epoch 39: 9%|β | 2/22 [00:00<00:00, 195.25it/s, v_num=0]
Epoch 39: 9%|β | 2/22 [00:00<00:00, 173.67it/s, v_num=0]
Epoch 39: 14%|ββ | 3/22 [00:00<00:00, 193.68it/s, v_num=0]
Epoch 39: 14%|ββ | 3/22 [00:00<00:00, 141.62it/s, v_num=0]
Epoch 39: 18%|ββ | 4/22 [00:00<00:00, 129.67it/s, v_num=0]
Epoch 39: 18%|ββ | 4/22 [00:00<00:00, 119.92it/s, v_num=0]
Epoch 39: 23%|βββ | 5/22 [00:00<00:00, 132.10it/s, v_num=0]
Epoch 39: 23%|βββ | 5/22 [00:00<00:00, 127.51it/s, v_num=0]
Epoch 39: 27%|βββ | 6/22 [00:00<00:00, 139.01it/s, v_num=0]
Epoch 39: 27%|βββ | 6/22 [00:00<00:00, 135.14it/s, v_num=0]
Epoch 39: 32%|ββββ | 7/22 [00:00<00:00, 145.71it/s, v_num=0]
Epoch 39: 32%|ββββ | 7/22 [00:00<00:00, 141.81it/s, v_num=0]
Epoch 39: 36%|ββββ | 8/22 [00:00<00:00, 149.75it/s, v_num=0]
Epoch 39: 36%|ββββ | 8/22 [00:00<00:00, 146.57it/s, v_num=0]
Epoch 39: 41%|ββββ | 9/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 39: 41%|ββββ | 9/22 [00:00<00:00, 150.90it/s, v_num=0]
Epoch 39: 45%|βββββ | 10/22 [00:00<00:00, 157.14it/s, v_num=0]
Epoch 39: 45%|βββββ | 10/22 [00:00<00:00, 154.05it/s, v_num=0]
Epoch 39: 50%|βββββ | 11/22 [00:00<00:00, 155.18it/s, v_num=0]
Epoch 39: 50%|βββββ | 11/22 [00:00<00:00, 152.62it/s, v_num=0]
Epoch 39: 55%|ββββββ | 12/22 [00:00<00:00, 158.34it/s, v_num=0]
Epoch 39: 55%|ββββββ | 12/22 [00:00<00:00, 155.99it/s, v_num=0]
Epoch 39: 59%|ββββββ | 13/22 [00:00<00:00, 160.84it/s, v_num=0]
Epoch 39: 59%|ββββββ | 13/22 [00:00<00:00, 158.32it/s, v_num=0]
Epoch 39: 64%|βββββββ | 14/22 [00:00<00:00, 163.04it/s, v_num=0]
Epoch 39: 64%|βββββββ | 14/22 [00:00<00:00, 160.74it/s, v_num=0]
Epoch 39: 68%|βββββββ | 15/22 [00:00<00:00, 163.16it/s, v_num=0]
Epoch 39: 68%|βββββββ | 15/22 [00:00<00:00, 161.16it/s, v_num=0]
Epoch 39: 73%|ββββββββ | 16/22 [00:00<00:00, 165.07it/s, v_num=0]
Epoch 39: 73%|ββββββββ | 16/22 [00:00<00:00, 163.19it/s, v_num=0]
Epoch 39: 77%|ββββββββ | 17/22 [00:00<00:00, 167.08it/s, v_num=0]
Epoch 39: 77%|ββββββββ | 17/22 [00:00<00:00, 165.12it/s, v_num=0]
Epoch 39: 82%|βββββββββ | 18/22 [00:00<00:00, 168.87it/s, v_num=0]
Epoch 39: 82%|βββββββββ | 18/22 [00:00<00:00, 167.07it/s, v_num=0]
Epoch 39: 86%|βββββββββ | 19/22 [00:00<00:00, 170.28it/s, v_num=0]
Epoch 39: 86%|βββββββββ | 19/22 [00:00<00:00, 168.24it/s, v_num=0]
Epoch 39: 91%|βββββββββ | 20/22 [00:00<00:00, 171.56it/s, v_num=0]
Epoch 39: 91%|βββββββββ | 20/22 [00:00<00:00, 169.87it/s, v_num=0]
Epoch 39: 95%|ββββββββββ| 21/22 [00:00<00:00, 172.67it/s, v_num=0]
Epoch 39: 95%|ββββββββββ| 21/22 [00:00<00:00, 170.95it/s, v_num=0]
Epoch 39: 100%|ββββββββββ| 22/22 [00:00<00:00, 173.44it/s, v_num=0]
Epoch 39: 100%|ββββββββββ| 22/22 [00:00<00:00, 171.58it/s, v_num=0]
Epoch 39: 100%|ββββββββββ| 22/22 [00:00<00:00, 169.84it/s, v_num=0]
Epoch 39: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 40: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 40: 5%|β | 1/22 [00:00<00:00, 197.55it/s, v_num=0]
Epoch 40: 5%|β | 1/22 [00:00<00:00, 160.84it/s, v_num=0]
Epoch 40: 9%|β | 2/22 [00:00<00:00, 169.18it/s, v_num=0]
Epoch 40: 9%|β | 2/22 [00:00<00:00, 150.57it/s, v_num=0]
Epoch 40: 14%|ββ | 3/22 [00:00<00:00, 175.39it/s, v_num=0]
Epoch 40: 14%|ββ | 3/22 [00:00<00:00, 163.34it/s, v_num=0]
Epoch 40: 18%|ββ | 4/22 [00:00<00:00, 181.89it/s, v_num=0]
Epoch 40: 18%|ββ | 4/22 [00:00<00:00, 173.18it/s, v_num=0]
Epoch 40: 23%|βββ | 5/22 [00:00<00:00, 185.97it/s, v_num=0]
Epoch 40: 23%|βββ | 5/22 [00:00<00:00, 176.72it/s, v_num=0]
Epoch 40: 27%|βββ | 6/22 [00:00<00:00, 186.73it/s, v_num=0]
Epoch 40: 27%|βββ | 6/22 [00:00<00:00, 180.10it/s, v_num=0]
Epoch 40: 32%|ββββ | 7/22 [00:00<00:00, 187.46it/s, v_num=0]
Epoch 40: 32%|ββββ | 7/22 [00:00<00:00, 181.34it/s, v_num=0]
Epoch 40: 36%|ββββ | 8/22 [00:00<00:00, 187.82it/s, v_num=0]
Epoch 40: 36%|ββββ | 8/22 [00:00<00:00, 182.97it/s, v_num=0]
Epoch 40: 41%|ββββ | 9/22 [00:00<00:00, 190.05it/s, v_num=0]
Epoch 40: 41%|ββββ | 9/22 [00:00<00:00, 185.21it/s, v_num=0]
Epoch 40: 45%|βββββ | 10/22 [00:00<00:00, 191.86it/s, v_num=0]
Epoch 40: 45%|βββββ | 10/22 [00:00<00:00, 186.21it/s, v_num=0]
Epoch 40: 50%|βββββ | 11/22 [00:00<00:00, 191.14it/s, v_num=0]
Epoch 40: 50%|βββββ | 11/22 [00:00<00:00, 186.67it/s, v_num=0]
Epoch 40: 55%|ββββββ | 12/22 [00:00<00:00, 191.52it/s, v_num=0]
Epoch 40: 55%|ββββββ | 12/22 [00:00<00:00, 188.25it/s, v_num=0]
Epoch 40: 59%|ββββββ | 13/22 [00:00<00:00, 192.98it/s, v_num=0]
Epoch 40: 59%|ββββββ | 13/22 [00:00<00:00, 189.41it/s, v_num=0]
Epoch 40: 64%|βββββββ | 14/22 [00:00<00:00, 193.72it/s, v_num=0]
Epoch 40: 64%|βββββββ | 14/22 [00:00<00:00, 190.04it/s, v_num=0]
Epoch 40: 68%|βββββββ | 15/22 [00:00<00:00, 193.42it/s, v_num=0]
Epoch 40: 68%|βββββββ | 15/22 [00:00<00:00, 190.49it/s, v_num=0]
Epoch 40: 73%|ββββββββ | 16/22 [00:00<00:00, 193.87it/s, v_num=0]
Epoch 40: 73%|ββββββββ | 16/22 [00:00<00:00, 191.30it/s, v_num=0]
Epoch 40: 77%|ββββββββ | 17/22 [00:00<00:00, 194.60it/s, v_num=0]
Epoch 40: 77%|ββββββββ | 17/22 [00:00<00:00, 191.95it/s, v_num=0]
Epoch 40: 82%|βββββββββ | 18/22 [00:00<00:00, 195.03it/s, v_num=0]
Epoch 40: 82%|βββββββββ | 18/22 [00:00<00:00, 192.64it/s, v_num=0]
Epoch 40: 86%|βββββββββ | 19/22 [00:00<00:00, 195.47it/s, v_num=0]
Epoch 40: 86%|βββββββββ | 19/22 [00:00<00:00, 193.21it/s, v_num=0]
Epoch 40: 91%|βββββββββ | 20/22 [00:00<00:00, 195.70it/s, v_num=0]
Epoch 40: 91%|βββββββββ | 20/22 [00:00<00:00, 193.61it/s, v_num=0]
Epoch 40: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.83it/s, v_num=0]
Epoch 40: 95%|ββββββββββ| 21/22 [00:00<00:00, 189.76it/s, v_num=0]
Epoch 40: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.16it/s, v_num=0]
Epoch 40: 100%|ββββββββββ| 22/22 [00:00<00:00, 190.25it/s, v_num=0]
Epoch 40: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.09it/s, v_num=0]
Epoch 40: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 41: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 41: 5%|β | 1/22 [00:00<00:00, 154.27it/s, v_num=0]
Epoch 41: 5%|β | 1/22 [00:00<00:00, 128.65it/s, v_num=0]
Epoch 41: 9%|β | 2/22 [00:00<00:00, 171.44it/s, v_num=0]
Epoch 41: 9%|β | 2/22 [00:00<00:00, 156.73it/s, v_num=0]
Epoch 41: 14%|ββ | 3/22 [00:00<00:00, 181.14it/s, v_num=0]
Epoch 41: 14%|ββ | 3/22 [00:00<00:00, 168.63it/s, v_num=0]
Epoch 41: 18%|ββ | 4/22 [00:00<00:00, 185.13it/s, v_num=0]
Epoch 41: 18%|ββ | 4/22 [00:00<00:00, 175.78it/s, v_num=0]
Epoch 41: 23%|βββ | 5/22 [00:00<00:00, 189.83it/s, v_num=0]
Epoch 41: 23%|βββ | 5/22 [00:00<00:00, 181.65it/s, v_num=0]
Epoch 41: 27%|βββ | 6/22 [00:00<00:00, 192.01it/s, v_num=0]
Epoch 41: 27%|βββ | 6/22 [00:00<00:00, 184.38it/s, v_num=0]
Epoch 41: 32%|ββββ | 7/22 [00:00<00:00, 192.43it/s, v_num=0]
Epoch 41: 32%|ββββ | 7/22 [00:00<00:00, 186.53it/s, v_num=0]
Epoch 41: 36%|ββββ | 8/22 [00:00<00:00, 189.87it/s, v_num=0]
Epoch 41: 36%|ββββ | 8/22 [00:00<00:00, 184.68it/s, v_num=0]
Epoch 41: 41%|ββββ | 9/22 [00:00<00:00, 186.63it/s, v_num=0]
Epoch 41: 41%|ββββ | 9/22 [00:00<00:00, 182.25it/s, v_num=0]
Epoch 41: 45%|βββββ | 10/22 [00:00<00:00, 188.04it/s, v_num=0]
Epoch 41: 45%|βββββ | 10/22 [00:00<00:00, 184.27it/s, v_num=0]
Epoch 41: 50%|βββββ | 11/22 [00:00<00:00, 190.15it/s, v_num=0]
Epoch 41: 50%|βββββ | 11/22 [00:00<00:00, 185.94it/s, v_num=0]
Epoch 41: 55%|ββββββ | 12/22 [00:00<00:00, 190.93it/s, v_num=0]
Epoch 41: 55%|ββββββ | 12/22 [00:00<00:00, 186.96it/s, v_num=0]
Epoch 41: 59%|ββββββ | 13/22 [00:00<00:00, 191.46it/s, v_num=0]
Epoch 41: 59%|ββββββ | 13/22 [00:00<00:00, 187.92it/s, v_num=0]
Epoch 41: 64%|βββββββ | 14/22 [00:00<00:00, 192.13it/s, v_num=0]
Epoch 41: 64%|βββββββ | 14/22 [00:00<00:00, 189.23it/s, v_num=0]
Epoch 41: 68%|βββββββ | 15/22 [00:00<00:00, 193.57it/s, v_num=0]
Epoch 41: 68%|βββββββ | 15/22 [00:00<00:00, 190.52it/s, v_num=0]
Epoch 41: 73%|ββββββββ | 16/22 [00:00<00:00, 191.72it/s, v_num=0]
Epoch 41: 73%|ββββββββ | 16/22 [00:00<00:00, 188.53it/s, v_num=0]
Epoch 41: 77%|ββββββββ | 17/22 [00:00<00:00, 190.02it/s, v_num=0]
Epoch 41: 77%|ββββββββ | 17/22 [00:00<00:00, 186.88it/s, v_num=0]
Epoch 41: 82%|βββββββββ | 18/22 [00:00<00:00, 187.93it/s, v_num=0]
Epoch 41: 82%|βββββββββ | 18/22 [00:00<00:00, 185.46it/s, v_num=0]
Epoch 41: 86%|βββββββββ | 19/22 [00:00<00:00, 183.07it/s, v_num=0]
Epoch 41: 86%|βββββββββ | 19/22 [00:00<00:00, 180.92it/s, v_num=0]
Epoch 41: 91%|βββββββββ | 20/22 [00:00<00:00, 183.27it/s, v_num=0]
Epoch 41: 91%|βββββββββ | 20/22 [00:00<00:00, 181.47it/s, v_num=0]
Epoch 41: 95%|ββββββββββ| 21/22 [00:00<00:00, 183.94it/s, v_num=0]
Epoch 41: 95%|ββββββββββ| 21/22 [00:00<00:00, 182.13it/s, v_num=0]
Epoch 41: 100%|ββββββββββ| 22/22 [00:00<00:00, 184.70it/s, v_num=0]
Epoch 41: 100%|ββββββββββ| 22/22 [00:00<00:00, 182.99it/s, v_num=0]
Epoch 41: 100%|ββββββββββ| 22/22 [00:00<00:00, 181.01it/s, v_num=0]
Epoch 41: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 42: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 42: 5%|β | 1/22 [00:00<00:00, 206.13it/s, v_num=0]
Epoch 42: 5%|β | 1/22 [00:00<00:00, 161.77it/s, v_num=0]
Epoch 42: 9%|β | 2/22 [00:00<00:00, 200.68it/s, v_num=0]
Epoch 42: 9%|β | 2/22 [00:00<00:00, 179.92it/s, v_num=0]
Epoch 42: 14%|ββ | 3/22 [00:00<00:00, 200.02it/s, v_num=0]
Epoch 42: 14%|ββ | 3/22 [00:00<00:00, 184.52it/s, v_num=0]
Epoch 42: 18%|ββ | 4/22 [00:00<00:00, 195.41it/s, v_num=0]
Epoch 42: 18%|ββ | 4/22 [00:00<00:00, 183.96it/s, v_num=0]
Epoch 42: 23%|βββ | 5/22 [00:00<00:00, 198.37it/s, v_num=0]
Epoch 42: 23%|βββ | 5/22 [00:00<00:00, 188.53it/s, v_num=0]
Epoch 42: 27%|βββ | 6/22 [00:00<00:00, 197.88it/s, v_num=0]
Epoch 42: 27%|βββ | 6/22 [00:00<00:00, 190.90it/s, v_num=0]
Epoch 42: 32%|ββββ | 7/22 [00:00<00:00, 198.76it/s, v_num=0]
Epoch 42: 32%|ββββ | 7/22 [00:00<00:00, 191.87it/s, v_num=0]
Epoch 42: 36%|ββββ | 8/22 [00:00<00:00, 198.32it/s, v_num=0]
Epoch 42: 36%|ββββ | 8/22 [00:00<00:00, 192.77it/s, v_num=0]
Epoch 42: 41%|ββββ | 9/22 [00:00<00:00, 199.07it/s, v_num=0]
Epoch 42: 41%|ββββ | 9/22 [00:00<00:00, 193.32it/s, v_num=0]
Epoch 42: 45%|βββββ | 10/22 [00:00<00:00, 198.97it/s, v_num=0]
Epoch 42: 45%|βββββ | 10/22 [00:00<00:00, 194.39it/s, v_num=0]
Epoch 42: 50%|βββββ | 11/22 [00:00<00:00, 200.16it/s, v_num=0]
Epoch 42: 50%|βββββ | 11/22 [00:00<00:00, 195.43it/s, v_num=0]
Epoch 42: 55%|ββββββ | 12/22 [00:00<00:00, 200.65it/s, v_num=0]
Epoch 42: 55%|ββββββ | 12/22 [00:00<00:00, 196.89it/s, v_num=0]
Epoch 42: 59%|ββββββ | 13/22 [00:00<00:00, 200.29it/s, v_num=0]
Epoch 42: 59%|ββββββ | 13/22 [00:00<00:00, 196.16it/s, v_num=0]
Epoch 42: 64%|βββββββ | 14/22 [00:00<00:00, 200.61it/s, v_num=0]
Epoch 42: 64%|βββββββ | 14/22 [00:00<00:00, 197.33it/s, v_num=0]
Epoch 42: 68%|βββββββ | 15/22 [00:00<00:00, 200.73it/s, v_num=0]
Epoch 42: 68%|βββββββ | 15/22 [00:00<00:00, 197.62it/s, v_num=0]
Epoch 42: 73%|ββββββββ | 16/22 [00:00<00:00, 200.80it/s, v_num=0]
Epoch 42: 73%|ββββββββ | 16/22 [00:00<00:00, 192.45it/s, v_num=0]
Epoch 42: 77%|ββββββββ | 17/22 [00:00<00:00, 193.06it/s, v_num=0]
Epoch 42: 77%|ββββββββ | 17/22 [00:00<00:00, 191.23it/s, v_num=0]
Epoch 42: 82%|βββββββββ | 18/22 [00:00<00:00, 191.10it/s, v_num=0]
Epoch 42: 82%|βββββββββ | 18/22 [00:00<00:00, 186.44it/s, v_num=0]
Epoch 42: 86%|βββββββββ | 19/22 [00:00<00:00, 186.15it/s, v_num=0]
Epoch 42: 86%|βββββββββ | 19/22 [00:00<00:00, 184.09it/s, v_num=0]
Epoch 42: 91%|βββββββββ | 20/22 [00:00<00:00, 184.23it/s, v_num=0]
Epoch 42: 91%|βββββββββ | 20/22 [00:00<00:00, 182.83it/s, v_num=0]
Epoch 42: 95%|ββββββββββ| 21/22 [00:00<00:00, 182.86it/s, v_num=0]
Epoch 42: 95%|ββββββββββ| 21/22 [00:00<00:00, 178.73it/s, v_num=0]
Epoch 42: 100%|ββββββββββ| 22/22 [00:00<00:00, 173.96it/s, v_num=0]
Epoch 42: 100%|ββββββββββ| 22/22 [00:00<00:00, 169.64it/s, v_num=0]
Epoch 42: 100%|ββββββββββ| 22/22 [00:00<00:00, 167.99it/s, v_num=0]
Epoch 42: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 43: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 43: 5%|β | 1/22 [00:00<00:00, 79.18it/s, v_num=0]
Epoch 43: 5%|β | 1/22 [00:00<00:00, 68.19it/s, v_num=0]
Epoch 43: 9%|β | 2/22 [00:00<00:00, 94.33it/s, v_num=0]
Epoch 43: 9%|β | 2/22 [00:00<00:00, 90.63it/s, v_num=0]
Epoch 43: 14%|ββ | 3/22 [00:00<00:00, 111.90it/s, v_num=0]
Epoch 43: 14%|ββ | 3/22 [00:00<00:00, 104.11it/s, v_num=0]
Epoch 43: 18%|ββ | 4/22 [00:00<00:00, 122.34it/s, v_num=0]
Epoch 43: 18%|ββ | 4/22 [00:00<00:00, 119.36it/s, v_num=0]
Epoch 43: 23%|βββ | 5/22 [00:00<00:00, 125.45it/s, v_num=0]
Epoch 43: 23%|βββ | 5/22 [00:00<00:00, 120.26it/s, v_num=0]
Epoch 43: 27%|βββ | 6/22 [00:00<00:00, 126.39it/s, v_num=0]
Epoch 43: 27%|βββ | 6/22 [00:00<00:00, 123.80it/s, v_num=0]
Epoch 43: 32%|ββββ | 7/22 [00:00<00:00, 123.83it/s, v_num=0]
Epoch 43: 32%|ββββ | 7/22 [00:00<00:00, 121.43it/s, v_num=0]
Epoch 43: 36%|ββββ | 8/22 [00:00<00:00, 128.56it/s, v_num=0]
Epoch 43: 36%|ββββ | 8/22 [00:00<00:00, 126.80it/s, v_num=0]
Epoch 43: 41%|ββββ | 9/22 [00:00<00:00, 130.77it/s, v_num=0]
Epoch 43: 41%|ββββ | 9/22 [00:00<00:00, 126.40it/s, v_num=0]
Epoch 43: 45%|βββββ | 10/22 [00:00<00:00, 132.58it/s, v_num=0]
Epoch 43: 45%|βββββ | 10/22 [00:00<00:00, 130.91it/s, v_num=0]
Epoch 43: 50%|βββββ | 11/22 [00:00<00:00, 134.70it/s, v_num=0]
Epoch 43: 50%|βββββ | 11/22 [00:00<00:00, 133.32it/s, v_num=0]
Epoch 43: 55%|ββββββ | 12/22 [00:00<00:00, 136.84it/s, v_num=0]
Epoch 43: 55%|ββββββ | 12/22 [00:00<00:00, 135.36it/s, v_num=0]
Epoch 43: 59%|ββββββ | 13/22 [00:00<00:00, 138.32it/s, v_num=0]
Epoch 43: 59%|ββββββ | 13/22 [00:00<00:00, 133.76it/s, v_num=0]
Epoch 43: 64%|βββββββ | 14/22 [00:00<00:00, 136.43it/s, v_num=0]
Epoch 43: 64%|βββββββ | 14/22 [00:00<00:00, 133.83it/s, v_num=0]
Epoch 43: 68%|βββββββ | 15/22 [00:00<00:00, 137.23it/s, v_num=0]
Epoch 43: 68%|βββββββ | 15/22 [00:00<00:00, 134.13it/s, v_num=0]
Epoch 43: 73%|ββββββββ | 16/22 [00:00<00:00, 136.79it/s, v_num=0]
Epoch 43: 73%|ββββββββ | 16/22 [00:00<00:00, 134.24it/s, v_num=0]
Epoch 43: 77%|ββββββββ | 17/22 [00:00<00:00, 136.26it/s, v_num=0]
Epoch 43: 77%|ββββββββ | 17/22 [00:00<00:00, 135.15it/s, v_num=0]
Epoch 43: 82%|βββββββββ | 18/22 [00:00<00:00, 136.58it/s, v_num=0]
Epoch 43: 82%|βββββββββ | 18/22 [00:00<00:00, 135.72it/s, v_num=0]
Epoch 43: 86%|βββββββββ | 19/22 [00:00<00:00, 137.82it/s, v_num=0]
Epoch 43: 86%|βββββββββ | 19/22 [00:00<00:00, 136.91it/s, v_num=0]
Epoch 43: 91%|βββββββββ | 20/22 [00:00<00:00, 139.08it/s, v_num=0]
Epoch 43: 91%|βββββββββ | 20/22 [00:00<00:00, 137.03it/s, v_num=0]
Epoch 43: 95%|ββββββββββ| 21/22 [00:00<00:00, 139.21it/s, v_num=0]
Epoch 43: 95%|ββββββββββ| 21/22 [00:00<00:00, 137.35it/s, v_num=0]
Epoch 43: 100%|ββββββββββ| 22/22 [00:00<00:00, 139.06it/s, v_num=0]
Epoch 43: 100%|ββββββββββ| 22/22 [00:00<00:00, 137.84it/s, v_num=0]
Epoch 43: 100%|ββββββββββ| 22/22 [00:00<00:00, 136.86it/s, v_num=0]
Epoch 43: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 44: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 44: 5%|β | 1/22 [00:00<00:00, 157.24it/s, v_num=0]
Epoch 44: 5%|β | 1/22 [00:00<00:00, 135.10it/s, v_num=0]
Epoch 44: 9%|β | 2/22 [00:00<00:00, 172.61it/s, v_num=0]
Epoch 44: 9%|β | 2/22 [00:00<00:00, 160.92it/s, v_num=0]
Epoch 44: 14%|ββ | 3/22 [00:00<00:00, 175.47it/s, v_num=0]
Epoch 44: 14%|ββ | 3/22 [00:00<00:00, 166.85it/s, v_num=0]
Epoch 44: 18%|ββ | 4/22 [00:00<00:00, 178.68it/s, v_num=0]
Epoch 44: 18%|ββ | 4/22 [00:00<00:00, 170.14it/s, v_num=0]
Epoch 44: 23%|βββ | 5/22 [00:00<00:00, 176.38it/s, v_num=0]
Epoch 44: 23%|βββ | 5/22 [00:00<00:00, 171.12it/s, v_num=0]
Epoch 44: 27%|βββ | 6/22 [00:00<00:00, 177.44it/s, v_num=0]
Epoch 44: 27%|βββ | 6/22 [00:00<00:00, 173.03it/s, v_num=0]
Epoch 44: 32%|ββββ | 7/22 [00:00<00:00, 180.46it/s, v_num=0]
Epoch 44: 32%|ββββ | 7/22 [00:00<00:00, 175.78it/s, v_num=0]
Epoch 44: 36%|ββββ | 8/22 [00:00<00:00, 184.16it/s, v_num=0]
Epoch 44: 36%|ββββ | 8/22 [00:00<00:00, 179.22it/s, v_num=0]
Epoch 44: 41%|ββββ | 9/22 [00:00<00:00, 184.91it/s, v_num=0]
Epoch 44: 41%|ββββ | 9/22 [00:00<00:00, 181.92it/s, v_num=0]
Epoch 44: 45%|βββββ | 10/22 [00:00<00:00, 187.28it/s, v_num=0]
Epoch 44: 45%|βββββ | 10/22 [00:00<00:00, 184.34it/s, v_num=0]
Epoch 44: 50%|βββββ | 11/22 [00:00<00:00, 187.85it/s, v_num=0]
Epoch 44: 50%|βββββ | 11/22 [00:00<00:00, 185.34it/s, v_num=0]
Epoch 44: 55%|ββββββ | 12/22 [00:00<00:00, 188.37it/s, v_num=0]
Epoch 44: 55%|ββββββ | 12/22 [00:00<00:00, 184.27it/s, v_num=0]
Epoch 44: 59%|ββββββ | 13/22 [00:00<00:00, 187.19it/s, v_num=0]
Epoch 44: 59%|ββββββ | 13/22 [00:00<00:00, 184.24it/s, v_num=0]
Epoch 44: 64%|βββββββ | 14/22 [00:00<00:00, 185.32it/s, v_num=0]
Epoch 44: 64%|βββββββ | 14/22 [00:00<00:00, 182.25it/s, v_num=0]
Epoch 44: 68%|βββββββ | 15/22 [00:00<00:00, 182.51it/s, v_num=0]
Epoch 44: 68%|βββββββ | 15/22 [00:00<00:00, 180.20it/s, v_num=0]
Epoch 44: 73%|ββββββββ | 16/22 [00:00<00:00, 181.54it/s, v_num=0]
Epoch 44: 73%|ββββββββ | 16/22 [00:00<00:00, 179.64it/s, v_num=0]
Epoch 44: 77%|ββββββββ | 17/22 [00:00<00:00, 181.47it/s, v_num=0]
Epoch 44: 77%|ββββββββ | 17/22 [00:00<00:00, 179.56it/s, v_num=0]
Epoch 44: 82%|βββββββββ | 18/22 [00:00<00:00, 179.61it/s, v_num=0]
Epoch 44: 82%|βββββββββ | 18/22 [00:00<00:00, 177.80it/s, v_num=0]
Epoch 44: 86%|βββββββββ | 19/22 [00:00<00:00, 180.75it/s, v_num=0]
Epoch 44: 86%|βββββββββ | 19/22 [00:00<00:00, 178.71it/s, v_num=0]
Epoch 44: 91%|βββββββββ | 20/22 [00:00<00:00, 181.01it/s, v_num=0]
Epoch 44: 91%|βββββββββ | 20/22 [00:00<00:00, 179.31it/s, v_num=0]
Epoch 44: 95%|ββββββββββ| 21/22 [00:00<00:00, 181.29it/s, v_num=0]
Epoch 44: 95%|ββββββββββ| 21/22 [00:00<00:00, 179.81it/s, v_num=0]
Epoch 44: 100%|ββββββββββ| 22/22 [00:00<00:00, 181.89it/s, v_num=0]
Epoch 44: 100%|ββββββββββ| 22/22 [00:00<00:00, 180.57it/s, v_num=0]
Epoch 44: 100%|ββββββββββ| 22/22 [00:00<00:00, 178.69it/s, v_num=0]
Epoch 44: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 45: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 45: 5%|β | 1/22 [00:00<00:00, 178.54it/s, v_num=0]
Epoch 45: 5%|β | 1/22 [00:00<00:00, 154.51it/s, v_num=0]
Epoch 45: 9%|β | 2/22 [00:00<00:00, 185.12it/s, v_num=0]
Epoch 45: 9%|β | 2/22 [00:00<00:00, 170.83it/s, v_num=0]
Epoch 45: 14%|ββ | 3/22 [00:00<00:00, 187.93it/s, v_num=0]
Epoch 45: 14%|ββ | 3/22 [00:00<00:00, 177.06it/s, v_num=0]
Epoch 45: 18%|ββ | 4/22 [00:00<00:00, 186.29it/s, v_num=0]
Epoch 45: 18%|ββ | 4/22 [00:00<00:00, 173.21it/s, v_num=0]
Epoch 45: 23%|βββ | 5/22 [00:00<00:00, 183.70it/s, v_num=0]
Epoch 45: 23%|βββ | 5/22 [00:00<00:00, 177.18it/s, v_num=0]
Epoch 45: 27%|βββ | 6/22 [00:00<00:00, 182.71it/s, v_num=0]
Epoch 45: 27%|βββ | 6/22 [00:00<00:00, 177.85it/s, v_num=0]
Epoch 45: 32%|ββββ | 7/22 [00:00<00:00, 184.18it/s, v_num=0]
Epoch 45: 32%|ββββ | 7/22 [00:00<00:00, 177.96it/s, v_num=0]
Epoch 45: 36%|ββββ | 8/22 [00:00<00:00, 183.20it/s, v_num=0]
Epoch 45: 36%|ββββ | 8/22 [00:00<00:00, 178.28it/s, v_num=0]
Epoch 45: 41%|ββββ | 9/22 [00:00<00:00, 183.81it/s, v_num=0]
Epoch 45: 41%|ββββ | 9/22 [00:00<00:00, 180.32it/s, v_num=0]
Epoch 45: 45%|βββββ | 10/22 [00:00<00:00, 183.71it/s, v_num=0]
Epoch 45: 45%|βββββ | 10/22 [00:00<00:00, 180.60it/s, v_num=0]
Epoch 45: 50%|βββββ | 11/22 [00:00<00:00, 177.17it/s, v_num=0]
Epoch 45: 50%|βββββ | 11/22 [00:00<00:00, 174.12it/s, v_num=0]
Epoch 45: 55%|ββββββ | 12/22 [00:00<00:00, 177.48it/s, v_num=0]
Epoch 45: 55%|ββββββ | 12/22 [00:00<00:00, 174.90it/s, v_num=0]
Epoch 45: 59%|ββββββ | 13/22 [00:00<00:00, 174.39it/s, v_num=0]
Epoch 45: 59%|ββββββ | 13/22 [00:00<00:00, 170.27it/s, v_num=0]
Epoch 45: 64%|βββββββ | 14/22 [00:00<00:00, 172.75it/s, v_num=0]
Epoch 45: 64%|βββββββ | 14/22 [00:00<00:00, 170.00it/s, v_num=0]
Epoch 45: 68%|βββββββ | 15/22 [00:00<00:00, 173.16it/s, v_num=0]
Epoch 45: 68%|βββββββ | 15/22 [00:00<00:00, 170.01it/s, v_num=0]
Epoch 45: 73%|ββββββββ | 16/22 [00:00<00:00, 173.03it/s, v_num=0]
Epoch 45: 73%|ββββββββ | 16/22 [00:00<00:00, 171.52it/s, v_num=0]
Epoch 45: 77%|ββββββββ | 17/22 [00:00<00:00, 172.84it/s, v_num=0]
Epoch 45: 77%|ββββββββ | 17/22 [00:00<00:00, 170.68it/s, v_num=0]
Epoch 45: 82%|βββββββββ | 18/22 [00:00<00:00, 172.47it/s, v_num=0]
Epoch 45: 82%|βββββββββ | 18/22 [00:00<00:00, 170.51it/s, v_num=0]
Epoch 45: 86%|βββββββββ | 19/22 [00:00<00:00, 173.85it/s, v_num=0]
Epoch 45: 86%|βββββββββ | 19/22 [00:00<00:00, 172.56it/s, v_num=0]
Epoch 45: 91%|βββββββββ | 20/22 [00:00<00:00, 170.71it/s, v_num=0]
Epoch 45: 91%|βββββββββ | 20/22 [00:00<00:00, 169.32it/s, v_num=0]
Epoch 45: 95%|ββββββββββ| 21/22 [00:00<00:00, 171.24it/s, v_num=0]
Epoch 45: 95%|ββββββββββ| 21/22 [00:00<00:00, 169.85it/s, v_num=0]
Epoch 45: 100%|ββββββββββ| 22/22 [00:00<00:00, 171.57it/s, v_num=0]
Epoch 45: 100%|ββββββββββ| 22/22 [00:00<00:00, 170.45it/s, v_num=0]
Epoch 45: 100%|ββββββββββ| 22/22 [00:00<00:00, 168.40it/s, v_num=0]
Epoch 45: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 46: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 46: 5%|β | 1/22 [00:00<00:00, 198.83it/s, v_num=0]
Epoch 46: 5%|β | 1/22 [00:00<00:00, 164.90it/s, v_num=0]
Epoch 46: 9%|β | 2/22 [00:00<00:00, 188.64it/s, v_num=0]
Epoch 46: 9%|β | 2/22 [00:00<00:00, 173.15it/s, v_num=0]
Epoch 46: 14%|ββ | 3/22 [00:00<00:00, 189.62it/s, v_num=0]
Epoch 46: 14%|ββ | 3/22 [00:00<00:00, 174.33it/s, v_num=0]
Epoch 46: 18%|ββ | 4/22 [00:00<00:00, 187.73it/s, v_num=0]
Epoch 46: 18%|ββ | 4/22 [00:00<00:00, 177.75it/s, v_num=0]
Epoch 46: 23%|βββ | 5/22 [00:00<00:00, 185.98it/s, v_num=0]
Epoch 46: 23%|βββ | 5/22 [00:00<00:00, 179.90it/s, v_num=0]
Epoch 46: 27%|βββ | 6/22 [00:00<00:00, 186.89it/s, v_num=0]
Epoch 46: 27%|βββ | 6/22 [00:00<00:00, 181.05it/s, v_num=0]
Epoch 46: 32%|ββββ | 7/22 [00:00<00:00, 188.96it/s, v_num=0]
Epoch 46: 32%|ββββ | 7/22 [00:00<00:00, 184.28it/s, v_num=0]
Epoch 46: 36%|ββββ | 8/22 [00:00<00:00, 183.93it/s, v_num=0]
Epoch 46: 36%|ββββ | 8/22 [00:00<00:00, 179.71it/s, v_num=0]
Epoch 46: 41%|ββββ | 9/22 [00:00<00:00, 184.43it/s, v_num=0]
Epoch 46: 41%|ββββ | 9/22 [00:00<00:00, 181.08it/s, v_num=0]
Epoch 46: 45%|βββββ | 10/22 [00:00<00:00, 186.44it/s, v_num=0]
Epoch 46: 45%|βββββ | 10/22 [00:00<00:00, 182.24it/s, v_num=0]
Epoch 46: 50%|βββββ | 11/22 [00:00<00:00, 180.40it/s, v_num=0]
Epoch 46: 50%|βββββ | 11/22 [00:00<00:00, 178.14it/s, v_num=0]
Epoch 46: 55%|ββββββ | 12/22 [00:00<00:00, 179.44it/s, v_num=0]
Epoch 46: 55%|ββββββ | 12/22 [00:00<00:00, 174.08it/s, v_num=0]
Epoch 46: 59%|ββββββ | 13/22 [00:00<00:00, 174.23it/s, v_num=0]
Epoch 46: 59%|ββββββ | 13/22 [00:00<00:00, 169.02it/s, v_num=0]
Epoch 46: 64%|βββββββ | 14/22 [00:00<00:00, 170.07it/s, v_num=0]
Epoch 46: 64%|βββββββ | 14/22 [00:00<00:00, 168.15it/s, v_num=0]
Epoch 46: 68%|βββββββ | 15/22 [00:00<00:00, 169.14it/s, v_num=0]
Epoch 46: 68%|βββββββ | 15/22 [00:00<00:00, 165.49it/s, v_num=0]
Epoch 46: 73%|ββββββββ | 16/22 [00:00<00:00, 167.86it/s, v_num=0]
Epoch 46: 73%|ββββββββ | 16/22 [00:00<00:00, 166.47it/s, v_num=0]
Epoch 46: 77%|ββββββββ | 17/22 [00:00<00:00, 167.80it/s, v_num=0]
Epoch 46: 77%|ββββββββ | 17/22 [00:00<00:00, 166.53it/s, v_num=0]
Epoch 46: 82%|βββββββββ | 18/22 [00:00<00:00, 168.97it/s, v_num=0]
Epoch 46: 82%|βββββββββ | 18/22 [00:00<00:00, 165.66it/s, v_num=0]
Epoch 46: 86%|βββββββββ | 19/22 [00:00<00:00, 167.63it/s, v_num=0]
Epoch 46: 86%|βββββββββ | 19/22 [00:00<00:00, 166.44it/s, v_num=0]
Epoch 46: 91%|βββββββββ | 20/22 [00:00<00:00, 166.18it/s, v_num=0]
Epoch 46: 91%|βββββββββ | 20/22 [00:00<00:00, 163.45it/s, v_num=0]
Epoch 46: 95%|ββββββββββ| 21/22 [00:00<00:00, 165.99it/s, v_num=0]
Epoch 46: 95%|ββββββββββ| 21/22 [00:00<00:00, 164.48it/s, v_num=0]
Epoch 46: 100%|ββββββββββ| 22/22 [00:00<00:00, 165.51it/s, v_num=0]
Epoch 46: 100%|ββββββββββ| 22/22 [00:00<00:00, 164.42it/s, v_num=0]
Epoch 46: 100%|ββββββββββ| 22/22 [00:00<00:00, 161.73it/s, v_num=0]
Epoch 46: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 47: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 47: 5%|β | 1/22 [00:00<00:00, 145.53it/s, v_num=0]
Epoch 47: 5%|β | 1/22 [00:00<00:00, 107.28it/s, v_num=0]
Epoch 47: 9%|β | 2/22 [00:00<00:00, 134.74it/s, v_num=0]
Epoch 47: 9%|β | 2/22 [00:00<00:00, 118.20it/s, v_num=0]
Epoch 47: 14%|ββ | 3/22 [00:00<00:00, 141.12it/s, v_num=0]
Epoch 47: 14%|ββ | 3/22 [00:00<00:00, 134.61it/s, v_num=0]
Epoch 47: 18%|ββ | 4/22 [00:00<00:00, 143.71it/s, v_num=0]
Epoch 47: 18%|ββ | 4/22 [00:00<00:00, 138.93it/s, v_num=0]
Epoch 47: 23%|βββ | 5/22 [00:00<00:00, 148.66it/s, v_num=0]
Epoch 47: 23%|βββ | 5/22 [00:00<00:00, 145.30it/s, v_num=0]
Epoch 47: 27%|βββ | 6/22 [00:00<00:00, 151.27it/s, v_num=0]
Epoch 47: 27%|βββ | 6/22 [00:00<00:00, 147.33it/s, v_num=0]
Epoch 47: 32%|ββββ | 7/22 [00:00<00:00, 154.00it/s, v_num=0]
Epoch 47: 32%|ββββ | 7/22 [00:00<00:00, 151.15it/s, v_num=0]
Epoch 47: 36%|ββββ | 8/22 [00:00<00:00, 155.76it/s, v_num=0]
Epoch 47: 36%|ββββ | 8/22 [00:00<00:00, 153.43it/s, v_num=0]
Epoch 47: 41%|ββββ | 9/22 [00:00<00:00, 156.64it/s, v_num=0]
Epoch 47: 41%|ββββ | 9/22 [00:00<00:00, 154.19it/s, v_num=0]
Epoch 47: 45%|βββββ | 10/22 [00:00<00:00, 158.43it/s, v_num=0]
Epoch 47: 45%|βββββ | 10/22 [00:00<00:00, 156.48it/s, v_num=0]
Epoch 47: 50%|βββββ | 11/22 [00:00<00:00, 159.45it/s, v_num=0]
Epoch 47: 50%|βββββ | 11/22 [00:00<00:00, 157.12it/s, v_num=0]
Epoch 47: 55%|ββββββ | 12/22 [00:00<00:00, 155.35it/s, v_num=0]
Epoch 47: 55%|ββββββ | 12/22 [00:00<00:00, 153.73it/s, v_num=0]
Epoch 47: 59%|ββββββ | 13/22 [00:00<00:00, 156.31it/s, v_num=0]
Epoch 47: 59%|ββββββ | 13/22 [00:00<00:00, 154.85it/s, v_num=0]
Epoch 47: 64%|βββββββ | 14/22 [00:00<00:00, 156.54it/s, v_num=0]
Epoch 47: 64%|βββββββ | 14/22 [00:00<00:00, 155.21it/s, v_num=0]
Epoch 47: 68%|βββββββ | 15/22 [00:00<00:00, 157.97it/s, v_num=0]
Epoch 47: 68%|βββββββ | 15/22 [00:00<00:00, 156.62it/s, v_num=0]
Epoch 47: 73%|ββββββββ | 16/22 [00:00<00:00, 157.97it/s, v_num=0]
Epoch 47: 73%|ββββββββ | 16/22 [00:00<00:00, 156.82it/s, v_num=0]
Epoch 47: 77%|ββββββββ | 17/22 [00:00<00:00, 157.71it/s, v_num=0]
Epoch 47: 77%|ββββββββ | 17/22 [00:00<00:00, 156.32it/s, v_num=0]
Epoch 47: 82%|βββββββββ | 18/22 [00:00<00:00, 157.53it/s, v_num=0]
Epoch 47: 82%|βββββββββ | 18/22 [00:00<00:00, 154.34it/s, v_num=0]
Epoch 47: 86%|βββββββββ | 19/22 [00:00<00:00, 155.36it/s, v_num=0]
Epoch 47: 86%|βββββββββ | 19/22 [00:00<00:00, 154.29it/s, v_num=0]
Epoch 47: 91%|βββββββββ | 20/22 [00:00<00:00, 156.14it/s, v_num=0]
Epoch 47: 91%|βββββββββ | 20/22 [00:00<00:00, 154.96it/s, v_num=0]
Epoch 47: 95%|ββββββββββ| 21/22 [00:00<00:00, 156.47it/s, v_num=0]
Epoch 47: 95%|ββββββββββ| 21/22 [00:00<00:00, 155.09it/s, v_num=0]
Epoch 47: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.42it/s, v_num=0]
Epoch 47: 100%|ββββββββββ| 22/22 [00:00<00:00, 153.91it/s, v_num=0]
Epoch 47: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.28it/s, v_num=0]
Epoch 47: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 48: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 48: 5%|β | 1/22 [00:00<00:00, 202.48it/s, v_num=0]
Epoch 48: 5%|β | 1/22 [00:00<00:00, 174.40it/s, v_num=0]
Epoch 48: 9%|β | 2/22 [00:00<00:00, 199.94it/s, v_num=0]
Epoch 48: 9%|β | 2/22 [00:00<00:00, 182.97it/s, v_num=0]
Epoch 48: 14%|ββ | 3/22 [00:00<00:00, 200.30it/s, v_num=0]
Epoch 48: 14%|ββ | 3/22 [00:00<00:00, 183.85it/s, v_num=0]
Epoch 48: 18%|ββ | 4/22 [00:00<00:00, 197.09it/s, v_num=0]
Epoch 48: 18%|ββ | 4/22 [00:00<00:00, 189.41it/s, v_num=0]
Epoch 48: 23%|βββ | 5/22 [00:00<00:00, 191.95it/s, v_num=0]
Epoch 48: 23%|βββ | 5/22 [00:00<00:00, 185.80it/s, v_num=0]
Epoch 48: 27%|βββ | 6/22 [00:00<00:00, 190.57it/s, v_num=0]
Epoch 48: 27%|βββ | 6/22 [00:00<00:00, 185.21it/s, v_num=0]
Epoch 48: 32%|ββββ | 7/22 [00:00<00:00, 183.81it/s, v_num=0]
Epoch 48: 32%|ββββ | 7/22 [00:00<00:00, 169.99it/s, v_num=0]
Epoch 48: 36%|ββββ | 8/22 [00:00<00:00, 171.79it/s, v_num=0]
Epoch 48: 36%|ββββ | 8/22 [00:00<00:00, 167.91it/s, v_num=0]
Epoch 48: 41%|ββββ | 9/22 [00:00<00:00, 169.54it/s, v_num=0]
Epoch 48: 41%|ββββ | 9/22 [00:00<00:00, 165.94it/s, v_num=0]
Epoch 48: 45%|βββββ | 10/22 [00:00<00:00, 171.47it/s, v_num=0]
Epoch 48: 45%|βββββ | 10/22 [00:00<00:00, 166.98it/s, v_num=0]
Epoch 48: 50%|βββββ | 11/22 [00:00<00:00, 170.14it/s, v_num=0]
Epoch 48: 50%|βββββ | 11/22 [00:00<00:00, 166.28it/s, v_num=0]
Epoch 48: 55%|ββββββ | 12/22 [00:00<00:00, 169.81it/s, v_num=0]
Epoch 48: 55%|ββββββ | 12/22 [00:00<00:00, 166.87it/s, v_num=0]
Epoch 48: 59%|ββββββ | 13/22 [00:00<00:00, 172.14it/s, v_num=0]
Epoch 48: 59%|ββββββ | 13/22 [00:00<00:00, 169.83it/s, v_num=0]
Epoch 48: 64%|βββββββ | 14/22 [00:00<00:00, 170.89it/s, v_num=0]
Epoch 48: 64%|βββββββ | 14/22 [00:00<00:00, 168.66it/s, v_num=0]
Epoch 48: 68%|βββββββ | 15/22 [00:00<00:00, 170.85it/s, v_num=0]
Epoch 48: 68%|βββββββ | 15/22 [00:00<00:00, 169.24it/s, v_num=0]
Epoch 48: 73%|ββββββββ | 16/22 [00:00<00:00, 171.75it/s, v_num=0]
Epoch 48: 73%|ββββββββ | 16/22 [00:00<00:00, 169.65it/s, v_num=0]
Epoch 48: 77%|ββββββββ | 17/22 [00:00<00:00, 172.84it/s, v_num=0]
Epoch 48: 77%|ββββββββ | 17/22 [00:00<00:00, 169.97it/s, v_num=0]
Epoch 48: 82%|βββββββββ | 18/22 [00:00<00:00, 168.33it/s, v_num=0]
Epoch 48: 82%|βββββββββ | 18/22 [00:00<00:00, 166.86it/s, v_num=0]
Epoch 48: 86%|βββββββββ | 19/22 [00:00<00:00, 168.30it/s, v_num=0]
Epoch 48: 86%|βββββββββ | 19/22 [00:00<00:00, 166.67it/s, v_num=0]
Epoch 48: 91%|βββββββββ | 20/22 [00:00<00:00, 168.19it/s, v_num=0]
Epoch 48: 91%|βββββββββ | 20/22 [00:00<00:00, 166.77it/s, v_num=0]
Epoch 48: 95%|ββββββββββ| 21/22 [00:00<00:00, 167.74it/s, v_num=0]
Epoch 48: 95%|ββββββββββ| 21/22 [00:00<00:00, 166.47it/s, v_num=0]
Epoch 48: 100%|ββββββββββ| 22/22 [00:00<00:00, 166.42it/s, v_num=0]
Epoch 48: 100%|ββββββββββ| 22/22 [00:00<00:00, 165.28it/s, v_num=0]
Epoch 48: 100%|ββββββββββ| 22/22 [00:00<00:00, 163.88it/s, v_num=0]
Epoch 48: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 49: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 49: 5%|β | 1/22 [00:00<00:00, 181.12it/s, v_num=0]
Epoch 49: 5%|β | 1/22 [00:00<00:00, 144.11it/s, v_num=0]
Epoch 49: 9%|β | 2/22 [00:00<00:00, 166.49it/s, v_num=0]
Epoch 49: 9%|β | 2/22 [00:00<00:00, 154.93it/s, v_num=0]
Epoch 49: 14%|ββ | 3/22 [00:00<00:00, 136.35it/s, v_num=0]
Epoch 49: 14%|ββ | 3/22 [00:00<00:00, 129.23it/s, v_num=0]
Epoch 49: 18%|ββ | 4/22 [00:00<00:00, 145.13it/s, v_num=0]
Epoch 49: 18%|ββ | 4/22 [00:00<00:00, 133.16it/s, v_num=0]
Epoch 49: 23%|βββ | 5/22 [00:00<00:00, 145.27it/s, v_num=0]
Epoch 49: 23%|βββ | 5/22 [00:00<00:00, 141.56it/s, v_num=0]
Epoch 49: 27%|βββ | 6/22 [00:00<00:00, 152.80it/s, v_num=0]
Epoch 49: 27%|βββ | 6/22 [00:00<00:00, 148.79it/s, v_num=0]
Epoch 49: 32%|ββββ | 7/22 [00:00<00:00, 157.91it/s, v_num=0]
Epoch 49: 32%|ββββ | 7/22 [00:00<00:00, 154.87it/s, v_num=0]
Epoch 49: 36%|ββββ | 8/22 [00:00<00:00, 158.98it/s, v_num=0]
Epoch 49: 36%|ββββ | 8/22 [00:00<00:00, 144.77it/s, v_num=0]
Epoch 49: 41%|ββββ | 9/22 [00:00<00:00, 147.99it/s, v_num=0]
Epoch 49: 41%|ββββ | 9/22 [00:00<00:00, 145.19it/s, v_num=0]
Epoch 49: 45%|βββββ | 10/22 [00:00<00:00, 148.00it/s, v_num=0]
Epoch 49: 45%|βββββ | 10/22 [00:00<00:00, 146.04it/s, v_num=0]
Epoch 49: 50%|βββββ | 11/22 [00:00<00:00, 147.31it/s, v_num=0]
Epoch 49: 50%|βββββ | 11/22 [00:00<00:00, 142.99it/s, v_num=0]
Epoch 49: 55%|ββββββ | 12/22 [00:00<00:00, 145.60it/s, v_num=0]
Epoch 49: 55%|ββββββ | 12/22 [00:00<00:00, 144.13it/s, v_num=0]
Epoch 49: 59%|ββββββ | 13/22 [00:00<00:00, 146.84it/s, v_num=0]
Epoch 49: 59%|ββββββ | 13/22 [00:00<00:00, 144.08it/s, v_num=0]
Epoch 49: 64%|βββββββ | 14/22 [00:00<00:00, 146.52it/s, v_num=0]
Epoch 49: 64%|βββββββ | 14/22 [00:00<00:00, 145.24it/s, v_num=0]
Epoch 49: 68%|βββββββ | 15/22 [00:00<00:00, 146.96it/s, v_num=0]
Epoch 49: 68%|βββββββ | 15/22 [00:00<00:00, 144.11it/s, v_num=0]
Epoch 49: 73%|ββββββββ | 16/22 [00:00<00:00, 146.88it/s, v_num=0]
Epoch 49: 73%|ββββββββ | 16/22 [00:00<00:00, 144.11it/s, v_num=0]
Epoch 49: 77%|ββββββββ | 17/22 [00:00<00:00, 146.38it/s, v_num=0]
Epoch 49: 77%|ββββββββ | 17/22 [00:00<00:00, 145.31it/s, v_num=0]
Epoch 49: 82%|βββββββββ | 18/22 [00:00<00:00, 146.84it/s, v_num=0]
Epoch 49: 82%|βββββββββ | 18/22 [00:00<00:00, 144.38it/s, v_num=0]
Epoch 49: 86%|βββββββββ | 19/22 [00:00<00:00, 146.10it/s, v_num=0]
Epoch 49: 86%|βββββββββ | 19/22 [00:00<00:00, 145.20it/s, v_num=0]
Epoch 49: 91%|βββββββββ | 20/22 [00:00<00:00, 146.61it/s, v_num=0]
Epoch 49: 91%|βββββββββ | 20/22 [00:00<00:00, 145.73it/s, v_num=0]
Epoch 49: 95%|ββββββββββ| 21/22 [00:00<00:00, 147.28it/s, v_num=0]
Epoch 49: 95%|ββββββββββ| 21/22 [00:00<00:00, 146.42it/s, v_num=0]
Epoch 49: 100%|ββββββββββ| 22/22 [00:00<00:00, 148.37it/s, v_num=0]
Epoch 49: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.42it/s, v_num=0]
Epoch 49: 100%|ββββββββββ| 22/22 [00:00<00:00, 142.12it/s, v_num=0]
Epoch 49: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 50: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 50: 5%|β | 1/22 [00:00<00:00, 121.37it/s, v_num=0]
Epoch 50: 5%|β | 1/22 [00:00<00:00, 94.44it/s, v_num=0]
Epoch 50: 9%|β | 2/22 [00:00<00:00, 123.40it/s, v_num=0]
Epoch 50: 9%|β | 2/22 [00:00<00:00, 116.89it/s, v_num=0]
Epoch 50: 14%|ββ | 3/22 [00:00<00:00, 136.48it/s, v_num=0]
Epoch 50: 14%|ββ | 3/22 [00:00<00:00, 131.34it/s, v_num=0]
Epoch 50: 18%|ββ | 4/22 [00:00<00:00, 140.89it/s, v_num=0]
Epoch 50: 18%|ββ | 4/22 [00:00<00:00, 136.61it/s, v_num=0]
Epoch 50: 23%|βββ | 5/22 [00:00<00:00, 141.46it/s, v_num=0]
Epoch 50: 23%|βββ | 5/22 [00:00<00:00, 137.87it/s, v_num=0]
Epoch 50: 27%|βββ | 6/22 [00:00<00:00, 139.97it/s, v_num=0]
Epoch 50: 27%|βββ | 6/22 [00:00<00:00, 136.90it/s, v_num=0]
Epoch 50: 32%|ββββ | 7/22 [00:00<00:00, 140.43it/s, v_num=0]
Epoch 50: 32%|ββββ | 7/22 [00:00<00:00, 134.02it/s, v_num=0]
Epoch 50: 36%|ββββ | 8/22 [00:00<00:00, 139.00it/s, v_num=0]
Epoch 50: 36%|ββββ | 8/22 [00:00<00:00, 136.84it/s, v_num=0]
Epoch 50: 41%|ββββ | 9/22 [00:00<00:00, 144.38it/s, v_num=0]
Epoch 50: 41%|ββββ | 9/22 [00:00<00:00, 142.34it/s, v_num=0]
Epoch 50: 45%|βββββ | 10/22 [00:00<00:00, 147.56it/s, v_num=0]
Epoch 50: 45%|βββββ | 10/22 [00:00<00:00, 145.82it/s, v_num=0]
Epoch 50: 50%|βββββ | 11/22 [00:00<00:00, 151.16it/s, v_num=0]
Epoch 50: 50%|βββββ | 11/22 [00:00<00:00, 149.47it/s, v_num=0]
Epoch 50: 55%|ββββββ | 12/22 [00:00<00:00, 152.08it/s, v_num=0]
Epoch 50: 55%|ββββββ | 12/22 [00:00<00:00, 150.45it/s, v_num=0]
Epoch 50: 59%|ββββββ | 13/22 [00:00<00:00, 153.23it/s, v_num=0]
Epoch 50: 59%|ββββββ | 13/22 [00:00<00:00, 151.64it/s, v_num=0]
Epoch 50: 64%|βββββββ | 14/22 [00:00<00:00, 153.65it/s, v_num=0]
Epoch 50: 64%|βββββββ | 14/22 [00:00<00:00, 152.32it/s, v_num=0]
Epoch 50: 68%|βββββββ | 15/22 [00:00<00:00, 154.73it/s, v_num=0]
Epoch 50: 68%|βββββββ | 15/22 [00:00<00:00, 153.29it/s, v_num=0]
Epoch 50: 73%|ββββββββ | 16/22 [00:00<00:00, 157.08it/s, v_num=0]
Epoch 50: 73%|ββββββββ | 16/22 [00:00<00:00, 155.05it/s, v_num=0]
Epoch 50: 77%|ββββββββ | 17/22 [00:00<00:00, 158.72it/s, v_num=0]
Epoch 50: 77%|ββββββββ | 17/22 [00:00<00:00, 156.90it/s, v_num=0]
Epoch 50: 82%|βββββββββ | 18/22 [00:00<00:00, 160.72it/s, v_num=0]
Epoch 50: 82%|βββββββββ | 18/22 [00:00<00:00, 159.05it/s, v_num=0]
Epoch 50: 86%|βββββββββ | 19/22 [00:00<00:00, 160.10it/s, v_num=0]
Epoch 50: 86%|βββββββββ | 19/22 [00:00<00:00, 158.25it/s, v_num=0]
Epoch 50: 91%|βββββββββ | 20/22 [00:00<00:00, 161.05it/s, v_num=0]
Epoch 50: 91%|βββββββββ | 20/22 [00:00<00:00, 159.32it/s, v_num=0]
Epoch 50: 95%|ββββββββββ| 21/22 [00:00<00:00, 162.24it/s, v_num=0]
Epoch 50: 95%|ββββββββββ| 21/22 [00:00<00:00, 160.82it/s, v_num=0]
Epoch 50: 100%|ββββββββββ| 22/22 [00:00<00:00, 163.76it/s, v_num=0]
Epoch 50: 100%|ββββββββββ| 22/22 [00:00<00:00, 162.25it/s, v_num=0]
Epoch 50: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.79it/s, v_num=0]
Epoch 50: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 51: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 51: 5%|β | 1/22 [00:00<00:00, 222.50it/s, v_num=0]
Epoch 51: 5%|β | 1/22 [00:00<00:00, 174.70it/s, v_num=0]
Epoch 51: 9%|β | 2/22 [00:00<00:00, 208.86it/s, v_num=0]
Epoch 51: 9%|β | 2/22 [00:00<00:00, 185.49it/s, v_num=0]
Epoch 51: 14%|ββ | 3/22 [00:00<00:00, 205.53it/s, v_num=0]
Epoch 51: 14%|ββ | 3/22 [00:00<00:00, 190.49it/s, v_num=0]
Epoch 51: 18%|ββ | 4/22 [00:00<00:00, 206.34it/s, v_num=0]
Epoch 51: 18%|ββ | 4/22 [00:00<00:00, 195.40it/s, v_num=0]
Epoch 51: 23%|βββ | 5/22 [00:00<00:00, 206.01it/s, v_num=0]
Epoch 51: 23%|βββ | 5/22 [00:00<00:00, 196.07it/s, v_num=0]
Epoch 51: 27%|βββ | 6/22 [00:00<00:00, 206.67it/s, v_num=0]
Epoch 51: 27%|βββ | 6/22 [00:00<00:00, 198.86it/s, v_num=0]
Epoch 51: 32%|ββββ | 7/22 [00:00<00:00, 207.63it/s, v_num=0]
Epoch 51: 32%|ββββ | 7/22 [00:00<00:00, 199.74it/s, v_num=0]
Epoch 51: 36%|ββββ | 8/22 [00:00<00:00, 207.43it/s, v_num=0]
Epoch 51: 36%|ββββ | 8/22 [00:00<00:00, 200.82it/s, v_num=0]
Epoch 51: 41%|ββββ | 9/22 [00:00<00:00, 207.67it/s, v_num=0]
Epoch 51: 41%|ββββ | 9/22 [00:00<00:00, 202.38it/s, v_num=0]
Epoch 51: 45%|βββββ | 10/22 [00:00<00:00, 208.29it/s, v_num=0]
Epoch 51: 45%|βββββ | 10/22 [00:00<00:00, 203.63it/s, v_num=0]
Epoch 51: 50%|βββββ | 11/22 [00:00<00:00, 208.12it/s, v_num=0]
Epoch 51: 50%|βββββ | 11/22 [00:00<00:00, 203.60it/s, v_num=0]
Epoch 51: 55%|ββββββ | 12/22 [00:00<00:00, 206.19it/s, v_num=0]
Epoch 51: 55%|ββββββ | 12/22 [00:00<00:00, 202.20it/s, v_num=0]
Epoch 51: 59%|ββββββ | 13/22 [00:00<00:00, 206.22it/s, v_num=0]
Epoch 51: 59%|ββββββ | 13/22 [00:00<00:00, 202.71it/s, v_num=0]
Epoch 51: 64%|βββββββ | 14/22 [00:00<00:00, 204.31it/s, v_num=0]
Epoch 51: 64%|βββββββ | 14/22 [00:00<00:00, 201.09it/s, v_num=0]
Epoch 51: 68%|βββββββ | 15/22 [00:00<00:00, 202.80it/s, v_num=0]
Epoch 51: 68%|βββββββ | 15/22 [00:00<00:00, 199.27it/s, v_num=0]
Epoch 51: 73%|ββββββββ | 16/22 [00:00<00:00, 201.72it/s, v_num=0]
Epoch 51: 73%|ββββββββ | 16/22 [00:00<00:00, 198.87it/s, v_num=0]
Epoch 51: 77%|ββββββββ | 17/22 [00:00<00:00, 202.17it/s, v_num=0]
Epoch 51: 77%|ββββββββ | 17/22 [00:00<00:00, 198.84it/s, v_num=0]
Epoch 51: 82%|βββββββββ | 18/22 [00:00<00:00, 197.40it/s, v_num=0]
Epoch 51: 82%|βββββββββ | 18/22 [00:00<00:00, 194.89it/s, v_num=0]
Epoch 51: 86%|βββββββββ | 19/22 [00:00<00:00, 197.07it/s, v_num=0]
Epoch 51: 86%|βββββββββ | 19/22 [00:00<00:00, 194.62it/s, v_num=0]
Epoch 51: 91%|βββββββββ | 20/22 [00:00<00:00, 197.52it/s, v_num=0]
Epoch 51: 91%|βββββββββ | 20/22 [00:00<00:00, 195.13it/s, v_num=0]
Epoch 51: 95%|ββββββββββ| 21/22 [00:00<00:00, 197.25it/s, v_num=0]
Epoch 51: 95%|ββββββββββ| 21/22 [00:00<00:00, 195.17it/s, v_num=0]
Epoch 51: 100%|ββββββββββ| 22/22 [00:00<00:00, 197.59it/s, v_num=0]
Epoch 51: 100%|ββββββββββ| 22/22 [00:00<00:00, 195.55it/s, v_num=0]
Epoch 51: 100%|ββββββββββ| 22/22 [00:00<00:00, 193.44it/s, v_num=0]
Epoch 51: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 52: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 52: 5%|β | 1/22 [00:00<00:00, 158.15it/s, v_num=0]
Epoch 52: 5%|β | 1/22 [00:00<00:00, 130.26it/s, v_num=0]
Epoch 52: 9%|β | 2/22 [00:00<00:00, 174.44it/s, v_num=0]
Epoch 52: 9%|β | 2/22 [00:00<00:00, 158.34it/s, v_num=0]
Epoch 52: 14%|ββ | 3/22 [00:00<00:00, 178.39it/s, v_num=0]
Epoch 52: 14%|ββ | 3/22 [00:00<00:00, 167.50it/s, v_num=0]
Epoch 52: 18%|ββ | 4/22 [00:00<00:00, 185.05it/s, v_num=0]
Epoch 52: 18%|ββ | 4/22 [00:00<00:00, 175.82it/s, v_num=0]
Epoch 52: 23%|βββ | 5/22 [00:00<00:00, 187.67it/s, v_num=0]
Epoch 52: 23%|βββ | 5/22 [00:00<00:00, 180.35it/s, v_num=0]
Epoch 52: 27%|βββ | 6/22 [00:00<00:00, 191.46it/s, v_num=0]
Epoch 52: 27%|βββ | 6/22 [00:00<00:00, 184.74it/s, v_num=0]
Epoch 52: 32%|ββββ | 7/22 [00:00<00:00, 187.83it/s, v_num=0]
Epoch 52: 32%|ββββ | 7/22 [00:00<00:00, 182.21it/s, v_num=0]
Epoch 52: 36%|ββββ | 8/22 [00:00<00:00, 191.19it/s, v_num=0]
Epoch 52: 36%|ββββ | 8/22 [00:00<00:00, 186.09it/s, v_num=0]
Epoch 52: 41%|ββββ | 9/22 [00:00<00:00, 190.91it/s, v_num=0]
Epoch 52: 41%|ββββ | 9/22 [00:00<00:00, 186.32it/s, v_num=0]
Epoch 52: 45%|βββββ | 10/22 [00:00<00:00, 193.16it/s, v_num=0]
Epoch 52: 45%|βββββ | 10/22 [00:00<00:00, 189.04it/s, v_num=0]
Epoch 52: 50%|βββββ | 11/22 [00:00<00:00, 194.37it/s, v_num=0]
Epoch 52: 50%|βββββ | 11/22 [00:00<00:00, 190.66it/s, v_num=0]
Epoch 52: 55%|ββββββ | 12/22 [00:00<00:00, 196.25it/s, v_num=0]
Epoch 52: 55%|ββββββ | 12/22 [00:00<00:00, 192.43it/s, v_num=0]
Epoch 52: 59%|ββββββ | 13/22 [00:00<00:00, 195.78it/s, v_num=0]
Epoch 52: 59%|ββββββ | 13/22 [00:00<00:00, 192.50it/s, v_num=0]
Epoch 52: 64%|βββββββ | 14/22 [00:00<00:00, 197.48it/s, v_num=0]
Epoch 52: 64%|βββββββ | 14/22 [00:00<00:00, 194.72it/s, v_num=0]
Epoch 52: 68%|βββββββ | 15/22 [00:00<00:00, 199.35it/s, v_num=0]
Epoch 52: 68%|βββββββ | 15/22 [00:00<00:00, 195.86it/s, v_num=0]
Epoch 52: 73%|ββββββββ | 16/22 [00:00<00:00, 195.73it/s, v_num=0]
Epoch 52: 73%|ββββββββ | 16/22 [00:00<00:00, 191.93it/s, v_num=0]
Epoch 52: 77%|ββββββββ | 17/22 [00:00<00:00, 193.58it/s, v_num=0]
Epoch 52: 77%|ββββββββ | 17/22 [00:00<00:00, 190.87it/s, v_num=0]
Epoch 52: 82%|βββββββββ | 18/22 [00:00<00:00, 193.92it/s, v_num=0]
Epoch 52: 82%|βββββββββ | 18/22 [00:00<00:00, 191.28it/s, v_num=0]
Epoch 52: 86%|βββββββββ | 19/22 [00:00<00:00, 193.96it/s, v_num=0]
Epoch 52: 86%|βββββββββ | 19/22 [00:00<00:00, 191.59it/s, v_num=0]
Epoch 52: 91%|βββββββββ | 20/22 [00:00<00:00, 194.52it/s, v_num=0]
Epoch 52: 91%|βββββββββ | 20/22 [00:00<00:00, 192.39it/s, v_num=0]
Epoch 52: 95%|ββββββββββ| 21/22 [00:00<00:00, 195.22it/s, v_num=0]
Epoch 52: 95%|ββββββββββ| 21/22 [00:00<00:00, 193.18it/s, v_num=0]
Epoch 52: 100%|ββββββββββ| 22/22 [00:00<00:00, 194.82it/s, v_num=0]
Epoch 52: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.91it/s, v_num=0]
Epoch 52: 100%|ββββββββββ| 22/22 [00:00<00:00, 190.82it/s, v_num=0]
Epoch 52: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 53: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 53: 5%|β | 1/22 [00:00<00:00, 188.69it/s, v_num=0]
Epoch 53: 5%|β | 1/22 [00:00<00:00, 155.63it/s, v_num=0]
Epoch 53: 9%|β | 2/22 [00:00<00:00, 185.20it/s, v_num=0]
Epoch 53: 9%|β | 2/22 [00:00<00:00, 167.23it/s, v_num=0]
Epoch 53: 14%|ββ | 3/22 [00:00<00:00, 193.12it/s, v_num=0]
Epoch 53: 14%|ββ | 3/22 [00:00<00:00, 180.55it/s, v_num=0]
Epoch 53: 18%|ββ | 4/22 [00:00<00:00, 196.12it/s, v_num=0]
Epoch 53: 18%|ββ | 4/22 [00:00<00:00, 185.95it/s, v_num=0]
Epoch 53: 23%|βββ | 5/22 [00:00<00:00, 197.01it/s, v_num=0]
Epoch 53: 23%|βββ | 5/22 [00:00<00:00, 188.74it/s, v_num=0]
Epoch 53: 27%|βββ | 6/22 [00:00<00:00, 200.33it/s, v_num=0]
Epoch 53: 27%|βββ | 6/22 [00:00<00:00, 192.85it/s, v_num=0]
Epoch 53: 32%|ββββ | 7/22 [00:00<00:00, 202.47it/s, v_num=0]
Epoch 53: 32%|ββββ | 7/22 [00:00<00:00, 196.06it/s, v_num=0]
Epoch 53: 36%|ββββ | 8/22 [00:00<00:00, 200.64it/s, v_num=0]
Epoch 53: 36%|ββββ | 8/22 [00:00<00:00, 194.50it/s, v_num=0]
Epoch 53: 41%|ββββ | 9/22 [00:00<00:00, 201.02it/s, v_num=0]
Epoch 53: 41%|ββββ | 9/22 [00:00<00:00, 195.86it/s, v_num=0]
Epoch 53: 45%|βββββ | 10/22 [00:00<00:00, 202.05it/s, v_num=0]
Epoch 53: 45%|βββββ | 10/22 [00:00<00:00, 197.39it/s, v_num=0]
Epoch 53: 50%|βββββ | 11/22 [00:00<00:00, 203.01it/s, v_num=0]
Epoch 53: 50%|βββββ | 11/22 [00:00<00:00, 198.77it/s, v_num=0]
Epoch 53: 55%|ββββββ | 12/22 [00:00<00:00, 202.94it/s, v_num=0]
Epoch 53: 55%|ββββββ | 12/22 [00:00<00:00, 199.31it/s, v_num=0]
Epoch 53: 59%|ββββββ | 13/22 [00:00<00:00, 203.34it/s, v_num=0]
Epoch 53: 59%|ββββββ | 13/22 [00:00<00:00, 199.79it/s, v_num=0]
Epoch 53: 64%|βββββββ | 14/22 [00:00<00:00, 198.96it/s, v_num=0]
Epoch 53: 64%|βββββββ | 14/22 [00:00<00:00, 195.52it/s, v_num=0]
Epoch 53: 68%|βββββββ | 15/22 [00:00<00:00, 198.76it/s, v_num=0]
Epoch 53: 68%|βββββββ | 15/22 [00:00<00:00, 195.63it/s, v_num=0]
Epoch 53: 73%|ββββββββ | 16/22 [00:00<00:00, 198.66it/s, v_num=0]
Epoch 53: 73%|ββββββββ | 16/22 [00:00<00:00, 195.65it/s, v_num=0]
Epoch 53: 77%|ββββββββ | 17/22 [00:00<00:00, 199.16it/s, v_num=0]
Epoch 53: 77%|ββββββββ | 17/22 [00:00<00:00, 196.44it/s, v_num=0]
Epoch 53: 82%|βββββββββ | 18/22 [00:00<00:00, 198.51it/s, v_num=0]
Epoch 53: 82%|βββββββββ | 18/22 [00:00<00:00, 196.04it/s, v_num=0]
Epoch 53: 86%|βββββββββ | 19/22 [00:00<00:00, 199.11it/s, v_num=0]
Epoch 53: 86%|βββββββββ | 19/22 [00:00<00:00, 196.80it/s, v_num=0]
Epoch 53: 91%|βββββββββ | 20/22 [00:00<00:00, 199.16it/s, v_num=0]
Epoch 53: 91%|βββββββββ | 20/22 [00:00<00:00, 195.86it/s, v_num=0]
Epoch 53: 95%|ββββββββββ| 21/22 [00:00<00:00, 198.19it/s, v_num=0]
Epoch 53: 95%|ββββββββββ| 21/22 [00:00<00:00, 196.09it/s, v_num=0]
Epoch 53: 100%|ββββββββββ| 22/22 [00:00<00:00, 197.60it/s, v_num=0]
Epoch 53: 100%|ββββββββββ| 22/22 [00:00<00:00, 195.57it/s, v_num=0]
Epoch 53: 100%|ββββββββββ| 22/22 [00:00<00:00, 193.62it/s, v_num=0]
Epoch 53: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 54: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 54: 5%|β | 1/22 [00:00<00:00, 215.27it/s, v_num=0]
Epoch 54: 5%|β | 1/22 [00:00<00:00, 173.15it/s, v_num=0]
Epoch 54: 9%|β | 2/22 [00:00<00:00, 215.29it/s, v_num=0]
Epoch 54: 9%|β | 2/22 [00:00<00:00, 191.12it/s, v_num=0]
Epoch 54: 14%|ββ | 3/22 [00:00<00:00, 211.46it/s, v_num=0]
Epoch 54: 14%|ββ | 3/22 [00:00<00:00, 193.47it/s, v_num=0]
Epoch 54: 18%|ββ | 4/22 [00:00<00:00, 210.80it/s, v_num=0]
Epoch 54: 18%|ββ | 4/22 [00:00<00:00, 199.26it/s, v_num=0]
Epoch 54: 23%|βββ | 5/22 [00:00<00:00, 206.76it/s, v_num=0]
Epoch 54: 23%|βββ | 5/22 [00:00<00:00, 197.47it/s, v_num=0]
Epoch 54: 27%|βββ | 6/22 [00:00<00:00, 207.05it/s, v_num=0]
Epoch 54: 27%|βββ | 6/22 [00:00<00:00, 198.70it/s, v_num=0]
Epoch 54: 32%|ββββ | 7/22 [00:00<00:00, 204.96it/s, v_num=0]
Epoch 54: 32%|ββββ | 7/22 [00:00<00:00, 198.35it/s, v_num=0]
Epoch 54: 36%|ββββ | 8/22 [00:00<00:00, 204.85it/s, v_num=0]
Epoch 54: 36%|ββββ | 8/22 [00:00<00:00, 198.76it/s, v_num=0]
Epoch 54: 41%|ββββ | 9/22 [00:00<00:00, 205.77it/s, v_num=0]
Epoch 54: 41%|ββββ | 9/22 [00:00<00:00, 200.64it/s, v_num=0]
Epoch 54: 45%|βββββ | 10/22 [00:00<00:00, 204.81it/s, v_num=0]
Epoch 54: 45%|βββββ | 10/22 [00:00<00:00, 199.98it/s, v_num=0]
Epoch 54: 50%|βββββ | 11/22 [00:00<00:00, 204.20it/s, v_num=0]
Epoch 54: 50%|βββββ | 11/22 [00:00<00:00, 199.88it/s, v_num=0]
Epoch 54: 55%|ββββββ | 12/22 [00:00<00:00, 201.13it/s, v_num=0]
Epoch 54: 55%|ββββββ | 12/22 [00:00<00:00, 197.01it/s, v_num=0]
Epoch 54: 59%|ββββββ | 13/22 [00:00<00:00, 181.97it/s, v_num=0]
Epoch 54: 59%|ββββββ | 13/22 [00:00<00:00, 178.15it/s, v_num=0]
Epoch 54: 64%|βββββββ | 14/22 [00:00<00:00, 182.08it/s, v_num=0]
Epoch 54: 64%|βββββββ | 14/22 [00:00<00:00, 179.16it/s, v_num=0]
Epoch 54: 68%|βββββββ | 15/22 [00:00<00:00, 182.94it/s, v_num=0]
Epoch 54: 68%|βββββββ | 15/22 [00:00<00:00, 180.41it/s, v_num=0]
Epoch 54: 73%|ββββββββ | 16/22 [00:00<00:00, 184.59it/s, v_num=0]
Epoch 54: 73%|ββββββββ | 16/22 [00:00<00:00, 182.15it/s, v_num=0]
Epoch 54: 77%|ββββββββ | 17/22 [00:00<00:00, 186.05it/s, v_num=0]
Epoch 54: 77%|ββββββββ | 17/22 [00:00<00:00, 183.52it/s, v_num=0]
Epoch 54: 82%|βββββββββ | 18/22 [00:00<00:00, 186.61it/s, v_num=0]
Epoch 54: 82%|βββββββββ | 18/22 [00:00<00:00, 184.47it/s, v_num=0]
Epoch 54: 86%|βββββββββ | 19/22 [00:00<00:00, 187.99it/s, v_num=0]
Epoch 54: 86%|βββββββββ | 19/22 [00:00<00:00, 185.32it/s, v_num=0]
Epoch 54: 91%|βββββββββ | 20/22 [00:00<00:00, 188.23it/s, v_num=0]
Epoch 54: 91%|βββββββββ | 20/22 [00:00<00:00, 186.22it/s, v_num=0]
Epoch 54: 95%|ββββββββββ| 21/22 [00:00<00:00, 188.54it/s, v_num=0]
Epoch 54: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.32it/s, v_num=0]
Epoch 54: 100%|ββββββββββ| 22/22 [00:00<00:00, 189.20it/s, v_num=0]
Epoch 54: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.31it/s, v_num=0]
Epoch 54: 100%|ββββββββββ| 22/22 [00:00<00:00, 185.40it/s, v_num=0]
Epoch 54: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 55: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 55: 5%|β | 1/22 [00:00<00:00, 187.87it/s, v_num=0]
Epoch 55: 5%|β | 1/22 [00:00<00:00, 154.67it/s, v_num=0]
Epoch 55: 9%|β | 2/22 [00:00<00:00, 197.26it/s, v_num=0]
Epoch 55: 9%|β | 2/22 [00:00<00:00, 175.40it/s, v_num=0]
Epoch 55: 14%|ββ | 3/22 [00:00<00:00, 200.52it/s, v_num=0]
Epoch 55: 14%|ββ | 3/22 [00:00<00:00, 185.33it/s, v_num=0]
Epoch 55: 18%|ββ | 4/22 [00:00<00:00, 197.72it/s, v_num=0]
Epoch 55: 18%|ββ | 4/22 [00:00<00:00, 186.25it/s, v_num=0]
Epoch 55: 23%|βββ | 5/22 [00:00<00:00, 201.77it/s, v_num=0]
Epoch 55: 23%|βββ | 5/22 [00:00<00:00, 192.65it/s, v_num=0]
Epoch 55: 27%|βββ | 6/22 [00:00<00:00, 204.58it/s, v_num=0]
Epoch 55: 27%|βββ | 6/22 [00:00<00:00, 196.92it/s, v_num=0]
Epoch 55: 32%|ββββ | 7/22 [00:00<00:00, 204.53it/s, v_num=0]
Epoch 55: 32%|ββββ | 7/22 [00:00<00:00, 198.38it/s, v_num=0]
Epoch 55: 36%|ββββ | 8/22 [00:00<00:00, 205.24it/s, v_num=0]
Epoch 55: 36%|ββββ | 8/22 [00:00<00:00, 199.17it/s, v_num=0]
Epoch 55: 41%|ββββ | 9/22 [00:00<00:00, 205.06it/s, v_num=0]
Epoch 55: 41%|ββββ | 9/22 [00:00<00:00, 199.62it/s, v_num=0]
Epoch 55: 45%|βββββ | 10/22 [00:00<00:00, 205.69it/s, v_num=0]
Epoch 55: 45%|βββββ | 10/22 [00:00<00:00, 200.90it/s, v_num=0]
Epoch 55: 50%|βββββ | 11/22 [00:00<00:00, 197.70it/s, v_num=0]
Epoch 55: 50%|βββββ | 11/22 [00:00<00:00, 193.33it/s, v_num=0]
Epoch 55: 55%|ββββββ | 12/22 [00:00<00:00, 197.61it/s, v_num=0]
Epoch 55: 55%|ββββββ | 12/22 [00:00<00:00, 193.55it/s, v_num=0]
Epoch 55: 59%|ββββββ | 13/22 [00:00<00:00, 198.40it/s, v_num=0]
Epoch 55: 59%|ββββββ | 13/22 [00:00<00:00, 194.82it/s, v_num=0]
Epoch 55: 64%|βββββββ | 14/22 [00:00<00:00, 198.25it/s, v_num=0]
Epoch 55: 64%|βββββββ | 14/22 [00:00<00:00, 194.57it/s, v_num=0]
Epoch 55: 68%|βββββββ | 15/22 [00:00<00:00, 198.50it/s, v_num=0]
Epoch 55: 68%|βββββββ | 15/22 [00:00<00:00, 195.64it/s, v_num=0]
Epoch 55: 73%|ββββββββ | 16/22 [00:00<00:00, 198.72it/s, v_num=0]
Epoch 55: 73%|ββββββββ | 16/22 [00:00<00:00, 195.68it/s, v_num=0]
Epoch 55: 77%|ββββββββ | 17/22 [00:00<00:00, 198.27it/s, v_num=0]
Epoch 55: 77%|ββββββββ | 17/22 [00:00<00:00, 195.92it/s, v_num=0]
Epoch 55: 82%|βββββββββ | 18/22 [00:00<00:00, 199.50it/s, v_num=0]
Epoch 55: 82%|βββββββββ | 18/22 [00:00<00:00, 196.64it/s, v_num=0]
Epoch 55: 86%|βββββββββ | 19/22 [00:00<00:00, 198.69it/s, v_num=0]
Epoch 55: 86%|βββββββββ | 19/22 [00:00<00:00, 196.26it/s, v_num=0]
Epoch 55: 91%|βββββββββ | 20/22 [00:00<00:00, 198.54it/s, v_num=0]
Epoch 55: 91%|βββββββββ | 20/22 [00:00<00:00, 196.03it/s, v_num=0]
Epoch 55: 95%|ββββββββββ| 21/22 [00:00<00:00, 197.79it/s, v_num=0]
Epoch 55: 95%|ββββββββββ| 21/22 [00:00<00:00, 195.37it/s, v_num=0]
Epoch 55: 100%|ββββββββββ| 22/22 [00:00<00:00, 196.65it/s, v_num=0]
Epoch 55: 100%|ββββββββββ| 22/22 [00:00<00:00, 194.60it/s, v_num=0]
Epoch 55: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.03it/s, v_num=0]
Epoch 55: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 56: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 56: 5%|β | 1/22 [00:00<00:00, 209.70it/s, v_num=0]
Epoch 56: 5%|β | 1/22 [00:00<00:00, 169.33it/s, v_num=0]
Epoch 56: 9%|β | 2/22 [00:00<00:00, 185.15it/s, v_num=0]
Epoch 56: 9%|β | 2/22 [00:00<00:00, 166.31it/s, v_num=0]
Epoch 56: 14%|ββ | 3/22 [00:00<00:00, 180.01it/s, v_num=0]
Epoch 56: 14%|ββ | 3/22 [00:00<00:00, 167.40it/s, v_num=0]
Epoch 56: 18%|ββ | 4/22 [00:00<00:00, 184.15it/s, v_num=0]
Epoch 56: 18%|ββ | 4/22 [00:00<00:00, 174.59it/s, v_num=0]
Epoch 56: 23%|βββ | 5/22 [00:00<00:00, 187.62it/s, v_num=0]
Epoch 56: 23%|βββ | 5/22 [00:00<00:00, 179.99it/s, v_num=0]
Epoch 56: 27%|βββ | 6/22 [00:00<00:00, 188.67it/s, v_num=0]
Epoch 56: 27%|βββ | 6/22 [00:00<00:00, 181.27it/s, v_num=0]
Epoch 56: 32%|ββββ | 7/22 [00:00<00:00, 185.16it/s, v_num=0]
Epoch 56: 32%|ββββ | 7/22 [00:00<00:00, 178.63it/s, v_num=0]
Epoch 56: 36%|ββββ | 8/22 [00:00<00:00, 184.21it/s, v_num=0]
Epoch 56: 36%|ββββ | 8/22 [00:00<00:00, 168.82it/s, v_num=0]
Epoch 56: 41%|ββββ | 9/22 [00:00<00:00, 171.95it/s, v_num=0]
Epoch 56: 41%|ββββ | 9/22 [00:00<00:00, 168.91it/s, v_num=0]
Epoch 56: 45%|βββββ | 10/22 [00:00<00:00, 170.99it/s, v_num=0]
Epoch 56: 45%|βββββ | 10/22 [00:00<00:00, 162.48it/s, v_num=0]
Epoch 56: 50%|βββββ | 11/22 [00:00<00:00, 161.60it/s, v_num=0]
Epoch 56: 50%|βββββ | 11/22 [00:00<00:00, 159.09it/s, v_num=0]
Epoch 56: 55%|ββββββ | 12/22 [00:00<00:00, 158.72it/s, v_num=0]
Epoch 56: 55%|ββββββ | 12/22 [00:00<00:00, 156.19it/s, v_num=0]
Epoch 56: 59%|ββββββ | 13/22 [00:00<00:00, 157.51it/s, v_num=0]
Epoch 56: 59%|ββββββ | 13/22 [00:00<00:00, 155.05it/s, v_num=0]
Epoch 56: 64%|βββββββ | 14/22 [00:00<00:00, 159.89it/s, v_num=0]
Epoch 56: 64%|βββββββ | 14/22 [00:00<00:00, 157.41it/s, v_num=0]
Epoch 56: 68%|βββββββ | 15/22 [00:00<00:00, 159.89it/s, v_num=0]
Epoch 56: 68%|βββββββ | 15/22 [00:00<00:00, 157.81it/s, v_num=0]
Epoch 56: 73%|ββββββββ | 16/22 [00:00<00:00, 161.89it/s, v_num=0]
Epoch 56: 73%|ββββββββ | 16/22 [00:00<00:00, 160.08it/s, v_num=0]
Epoch 56: 77%|ββββββββ | 17/22 [00:00<00:00, 163.43it/s, v_num=0]
Epoch 56: 77%|ββββββββ | 17/22 [00:00<00:00, 161.53it/s, v_num=0]
Epoch 56: 82%|βββββββββ | 18/22 [00:00<00:00, 164.87it/s, v_num=0]
Epoch 56: 82%|βββββββββ | 18/22 [00:00<00:00, 163.13it/s, v_num=0]
Epoch 56: 86%|βββββββββ | 19/22 [00:00<00:00, 164.71it/s, v_num=0]
Epoch 56: 86%|βββββββββ | 19/22 [00:00<00:00, 163.06it/s, v_num=0]
Epoch 56: 91%|βββββββββ | 20/22 [00:00<00:00, 166.21it/s, v_num=0]
Epoch 56: 91%|βββββββββ | 20/22 [00:00<00:00, 164.53it/s, v_num=0]
Epoch 56: 95%|ββββββββββ| 21/22 [00:00<00:00, 166.06it/s, v_num=0]
Epoch 56: 95%|ββββββββββ| 21/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 56: 100%|ββββββββββ| 22/22 [00:00<00:00, 167.38it/s, v_num=0]
Epoch 56: 100%|ββββββββββ| 22/22 [00:00<00:00, 165.79it/s, v_num=0]
Epoch 56: 100%|ββββββββββ| 22/22 [00:00<00:00, 164.12it/s, v_num=0]
Epoch 56: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 57: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 57: 5%|β | 1/22 [00:00<00:00, 202.69it/s, v_num=0]
Epoch 57: 5%|β | 1/22 [00:00<00:00, 158.63it/s, v_num=0]
Epoch 57: 9%|β | 2/22 [00:00<00:00, 189.74it/s, v_num=0]
Epoch 57: 9%|β | 2/22 [00:00<00:00, 169.82it/s, v_num=0]
Epoch 57: 14%|ββ | 3/22 [00:00<00:00, 193.51it/s, v_num=0]
Epoch 57: 14%|ββ | 3/22 [00:00<00:00, 177.89it/s, v_num=0]
Epoch 57: 18%|ββ | 4/22 [00:00<00:00, 191.56it/s, v_num=0]
Epoch 57: 18%|ββ | 4/22 [00:00<00:00, 181.65it/s, v_num=0]
Epoch 57: 23%|βββ | 5/22 [00:00<00:00, 189.65it/s, v_num=0]
Epoch 57: 23%|βββ | 5/22 [00:00<00:00, 181.13it/s, v_num=0]
Epoch 57: 27%|βββ | 6/22 [00:00<00:00, 190.35it/s, v_num=0]
Epoch 57: 27%|βββ | 6/22 [00:00<00:00, 183.55it/s, v_num=0]
Epoch 57: 32%|ββββ | 7/22 [00:00<00:00, 190.65it/s, v_num=0]
Epoch 57: 32%|ββββ | 7/22 [00:00<00:00, 184.90it/s, v_num=0]
Epoch 57: 36%|ββββ | 8/22 [00:00<00:00, 190.80it/s, v_num=0]
Epoch 57: 36%|ββββ | 8/22 [00:00<00:00, 184.66it/s, v_num=0]
Epoch 57: 41%|ββββ | 9/22 [00:00<00:00, 189.12it/s, v_num=0]
Epoch 57: 41%|ββββ | 9/22 [00:00<00:00, 184.29it/s, v_num=0]
Epoch 57: 45%|βββββ | 10/22 [00:00<00:00, 188.57it/s, v_num=0]
Epoch 57: 45%|βββββ | 10/22 [00:00<00:00, 184.38it/s, v_num=0]
Epoch 57: 50%|βββββ | 11/22 [00:00<00:00, 186.77it/s, v_num=0]
Epoch 57: 50%|βββββ | 11/22 [00:00<00:00, 183.08it/s, v_num=0]
Epoch 57: 55%|ββββββ | 12/22 [00:00<00:00, 186.33it/s, v_num=0]
Epoch 57: 55%|ββββββ | 12/22 [00:00<00:00, 182.51it/s, v_num=0]
Epoch 57: 59%|ββββββ | 13/22 [00:00<00:00, 186.55it/s, v_num=0]
Epoch 57: 59%|ββββββ | 13/22 [00:00<00:00, 183.31it/s, v_num=0]
Epoch 57: 64%|βββββββ | 14/22 [00:00<00:00, 186.85it/s, v_num=0]
Epoch 57: 64%|βββββββ | 14/22 [00:00<00:00, 183.73it/s, v_num=0]
Epoch 57: 68%|βββββββ | 15/22 [00:00<00:00, 185.50it/s, v_num=0]
Epoch 57: 68%|βββββββ | 15/22 [00:00<00:00, 182.73it/s, v_num=0]
Epoch 57: 73%|ββββββββ | 16/22 [00:00<00:00, 185.97it/s, v_num=0]
Epoch 57: 73%|ββββββββ | 16/22 [00:00<00:00, 183.20it/s, v_num=0]
Epoch 57: 77%|ββββββββ | 17/22 [00:00<00:00, 186.61it/s, v_num=0]
Epoch 57: 77%|ββββββββ | 17/22 [00:00<00:00, 184.27it/s, v_num=0]
Epoch 57: 82%|βββββββββ | 18/22 [00:00<00:00, 186.14it/s, v_num=0]
Epoch 57: 82%|βββββββββ | 18/22 [00:00<00:00, 183.94it/s, v_num=0]
Epoch 57: 86%|βββββββββ | 19/22 [00:00<00:00, 186.62it/s, v_num=0]
Epoch 57: 86%|βββββββββ | 19/22 [00:00<00:00, 184.43it/s, v_num=0]
Epoch 57: 91%|βββββββββ | 20/22 [00:00<00:00, 186.03it/s, v_num=0]
Epoch 57: 91%|βββββββββ | 20/22 [00:00<00:00, 183.86it/s, v_num=0]
Epoch 57: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.01it/s, v_num=0]
Epoch 57: 95%|ββββββββββ| 21/22 [00:00<00:00, 184.09it/s, v_num=0]
Epoch 57: 100%|ββββββββββ| 22/22 [00:00<00:00, 186.02it/s, v_num=0]
Epoch 57: 100%|ββββββββββ| 22/22 [00:00<00:00, 184.18it/s, v_num=0]
Epoch 57: 100%|ββββββββββ| 22/22 [00:00<00:00, 182.07it/s, v_num=0]
Epoch 57: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 58: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 58: 5%|β | 1/22 [00:00<00:00, 193.86it/s, v_num=0]
Epoch 58: 5%|β | 1/22 [00:00<00:00, 158.53it/s, v_num=0]
Epoch 58: 9%|β | 2/22 [00:00<00:00, 199.59it/s, v_num=0]
Epoch 58: 9%|β | 2/22 [00:00<00:00, 179.26it/s, v_num=0]
Epoch 58: 14%|ββ | 3/22 [00:00<00:00, 195.68it/s, v_num=0]
Epoch 58: 14%|ββ | 3/22 [00:00<00:00, 182.24it/s, v_num=0]
Epoch 58: 18%|ββ | 4/22 [00:00<00:00, 197.96it/s, v_num=0]
Epoch 58: 18%|ββ | 4/22 [00:00<00:00, 186.57it/s, v_num=0]
Epoch 58: 23%|βββ | 5/22 [00:00<00:00, 195.57it/s, v_num=0]
Epoch 58: 23%|βββ | 5/22 [00:00<00:00, 186.65it/s, v_num=0]
Epoch 58: 27%|βββ | 6/22 [00:00<00:00, 196.20it/s, v_num=0]
Epoch 58: 27%|βββ | 6/22 [00:00<00:00, 188.57it/s, v_num=0]
Epoch 58: 32%|ββββ | 7/22 [00:00<00:00, 194.27it/s, v_num=0]
Epoch 58: 32%|ββββ | 7/22 [00:00<00:00, 186.52it/s, v_num=0]
Epoch 58: 36%|ββββ | 8/22 [00:00<00:00, 193.60it/s, v_num=0]
Epoch 58: 36%|ββββ | 8/22 [00:00<00:00, 187.66it/s, v_num=0]
Epoch 58: 41%|ββββ | 9/22 [00:00<00:00, 194.05it/s, v_num=0]
Epoch 58: 41%|ββββ | 9/22 [00:00<00:00, 189.17it/s, v_num=0]
Epoch 58: 45%|βββββ | 10/22 [00:00<00:00, 194.66it/s, v_num=0]
Epoch 58: 45%|βββββ | 10/22 [00:00<00:00, 189.94it/s, v_num=0]
Epoch 58: 50%|βββββ | 11/22 [00:00<00:00, 194.93it/s, v_num=0]
Epoch 58: 50%|βββββ | 11/22 [00:00<00:00, 190.56it/s, v_num=0]
Epoch 58: 55%|ββββββ | 12/22 [00:00<00:00, 194.94it/s, v_num=0]
Epoch 58: 55%|ββββββ | 12/22 [00:00<00:00, 190.85it/s, v_num=0]
Epoch 58: 59%|ββββββ | 13/22 [00:00<00:00, 193.73it/s, v_num=0]
Epoch 58: 59%|ββββββ | 13/22 [00:00<00:00, 190.46it/s, v_num=0]
Epoch 58: 64%|βββββββ | 14/22 [00:00<00:00, 193.32it/s, v_num=0]
Epoch 58: 64%|βββββββ | 14/22 [00:00<00:00, 190.10it/s, v_num=0]
Epoch 58: 68%|βββββββ | 15/22 [00:00<00:00, 193.24it/s, v_num=0]
Epoch 58: 68%|βββββββ | 15/22 [00:00<00:00, 190.33it/s, v_num=0]
Epoch 58: 73%|ββββββββ | 16/22 [00:00<00:00, 190.64it/s, v_num=0]
Epoch 58: 73%|ββββββββ | 16/22 [00:00<00:00, 187.36it/s, v_num=0]
Epoch 58: 77%|ββββββββ | 17/22 [00:00<00:00, 190.28it/s, v_num=0]
Epoch 58: 77%|ββββββββ | 17/22 [00:00<00:00, 187.81it/s, v_num=0]
Epoch 58: 82%|βββββββββ | 18/22 [00:00<00:00, 190.85it/s, v_num=0]
Epoch 58: 82%|βββββββββ | 18/22 [00:00<00:00, 188.61it/s, v_num=0]
Epoch 58: 86%|βββββββββ | 19/22 [00:00<00:00, 191.23it/s, v_num=0]
Epoch 58: 86%|βββββββββ | 19/22 [00:00<00:00, 189.13it/s, v_num=0]
Epoch 58: 91%|βββββββββ | 20/22 [00:00<00:00, 191.74it/s, v_num=0]
Epoch 58: 91%|βββββββββ | 20/22 [00:00<00:00, 189.45it/s, v_num=0]
Epoch 58: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.85it/s, v_num=0]
Epoch 58: 95%|ββββββββββ| 21/22 [00:00<00:00, 189.92it/s, v_num=0]
Epoch 58: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.23it/s, v_num=0]
Epoch 58: 100%|ββββββββββ| 22/22 [00:00<00:00, 189.41it/s, v_num=0]
Epoch 58: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.37it/s, v_num=0]
Epoch 58: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 59: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 59: 5%|β | 1/22 [00:00<00:00, 194.50it/s, v_num=0]
Epoch 59: 5%|β | 1/22 [00:00<00:00, 158.31it/s, v_num=0]
Epoch 59: 9%|β | 2/22 [00:00<00:00, 194.54it/s, v_num=0]
Epoch 59: 9%|β | 2/22 [00:00<00:00, 174.47it/s, v_num=0]
Epoch 59: 14%|ββ | 3/22 [00:00<00:00, 169.96it/s, v_num=0]
Epoch 59: 14%|ββ | 3/22 [00:00<00:00, 159.64it/s, v_num=0]
Epoch 59: 18%|ββ | 4/22 [00:00<00:00, 178.67it/s, v_num=0]
Epoch 59: 18%|ββ | 4/22 [00:00<00:00, 169.56it/s, v_num=0]
Epoch 59: 23%|βββ | 5/22 [00:00<00:00, 181.46it/s, v_num=0]
Epoch 59: 23%|βββ | 5/22 [00:00<00:00, 174.39it/s, v_num=0]
Epoch 59: 27%|βββ | 6/22 [00:00<00:00, 185.24it/s, v_num=0]
Epoch 59: 27%|βββ | 6/22 [00:00<00:00, 178.65it/s, v_num=0]
Epoch 59: 32%|ββββ | 7/22 [00:00<00:00, 186.83it/s, v_num=0]
Epoch 59: 32%|ββββ | 7/22 [00:00<00:00, 181.42it/s, v_num=0]
Epoch 59: 36%|ββββ | 8/22 [00:00<00:00, 188.10it/s, v_num=0]
Epoch 59: 36%|ββββ | 8/22 [00:00<00:00, 183.27it/s, v_num=0]
Epoch 59: 41%|ββββ | 9/22 [00:00<00:00, 189.35it/s, v_num=0]
Epoch 59: 41%|ββββ | 9/22 [00:00<00:00, 184.96it/s, v_num=0]
Epoch 59: 45%|βββββ | 10/22 [00:00<00:00, 189.87it/s, v_num=0]
Epoch 59: 45%|βββββ | 10/22 [00:00<00:00, 185.40it/s, v_num=0]
Epoch 59: 50%|βββββ | 11/22 [00:00<00:00, 189.69it/s, v_num=0]
Epoch 59: 50%|βββββ | 11/22 [00:00<00:00, 186.11it/s, v_num=0]
Epoch 59: 55%|ββββββ | 12/22 [00:00<00:00, 187.48it/s, v_num=0]
Epoch 59: 55%|ββββββ | 12/22 [00:00<00:00, 183.99it/s, v_num=0]
Epoch 59: 59%|ββββββ | 13/22 [00:00<00:00, 188.30it/s, v_num=0]
Epoch 59: 59%|ββββββ | 13/22 [00:00<00:00, 185.25it/s, v_num=0]
Epoch 59: 64%|βββββββ | 14/22 [00:00<00:00, 188.69it/s, v_num=0]
Epoch 59: 64%|βββββββ | 14/22 [00:00<00:00, 185.88it/s, v_num=0]
Epoch 59: 68%|βββββββ | 15/22 [00:00<00:00, 190.06it/s, v_num=0]
Epoch 59: 68%|βββββββ | 15/22 [00:00<00:00, 187.24it/s, v_num=0]
Epoch 59: 73%|ββββββββ | 16/22 [00:00<00:00, 190.17it/s, v_num=0]
Epoch 59: 73%|ββββββββ | 16/22 [00:00<00:00, 187.65it/s, v_num=0]
Epoch 59: 77%|ββββββββ | 17/22 [00:00<00:00, 190.99it/s, v_num=0]
Epoch 59: 77%|ββββββββ | 17/22 [00:00<00:00, 188.50it/s, v_num=0]
Epoch 59: 82%|βββββββββ | 18/22 [00:00<00:00, 191.66it/s, v_num=0]
Epoch 59: 82%|βββββββββ | 18/22 [00:00<00:00, 189.18it/s, v_num=0]
Epoch 59: 86%|βββββββββ | 19/22 [00:00<00:00, 191.84it/s, v_num=0]
Epoch 59: 86%|βββββββββ | 19/22 [00:00<00:00, 189.62it/s, v_num=0]
Epoch 59: 91%|βββββββββ | 20/22 [00:00<00:00, 192.54it/s, v_num=0]
Epoch 59: 91%|βββββββββ | 20/22 [00:00<00:00, 190.43it/s, v_num=0]
Epoch 59: 95%|ββββββββββ| 21/22 [00:00<00:00, 193.10it/s, v_num=0]
Epoch 59: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.04it/s, v_num=0]
Epoch 59: 100%|ββββββββββ| 22/22 [00:00<00:00, 193.24it/s, v_num=0]
Epoch 59: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.38it/s, v_num=0]
Epoch 59: 100%|ββββββββββ| 22/22 [00:00<00:00, 189.61it/s, v_num=0]
Epoch 59: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 60: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 60: 5%|β | 1/22 [00:00<00:00, 185.73it/s, v_num=0]
Epoch 60: 5%|β | 1/22 [00:00<00:00, 152.97it/s, v_num=0]
Epoch 60: 9%|β | 2/22 [00:00<00:00, 193.14it/s, v_num=0]
Epoch 60: 9%|β | 2/22 [00:00<00:00, 174.24it/s, v_num=0]
Epoch 60: 14%|ββ | 3/22 [00:00<00:00, 197.43it/s, v_num=0]
Epoch 60: 14%|ββ | 3/22 [00:00<00:00, 182.24it/s, v_num=0]
Epoch 60: 18%|ββ | 4/22 [00:00<00:00, 201.27it/s, v_num=0]
Epoch 60: 18%|ββ | 4/22 [00:00<00:00, 190.42it/s, v_num=0]
Epoch 60: 23%|βββ | 5/22 [00:00<00:00, 199.75it/s, v_num=0]
Epoch 60: 23%|βββ | 5/22 [00:00<00:00, 189.95it/s, v_num=0]
Epoch 60: 27%|βββ | 6/22 [00:00<00:00, 199.87it/s, v_num=0]
Epoch 60: 27%|βββ | 6/22 [00:00<00:00, 192.41it/s, v_num=0]
Epoch 60: 32%|ββββ | 7/22 [00:00<00:00, 198.36it/s, v_num=0]
Epoch 60: 32%|ββββ | 7/22 [00:00<00:00, 192.14it/s, v_num=0]
Epoch 60: 36%|ββββ | 8/22 [00:00<00:00, 198.51it/s, v_num=0]
Epoch 60: 36%|ββββ | 8/22 [00:00<00:00, 193.07it/s, v_num=0]
Epoch 60: 41%|ββββ | 9/22 [00:00<00:00, 193.70it/s, v_num=0]
Epoch 60: 41%|ββββ | 9/22 [00:00<00:00, 188.27it/s, v_num=0]
Epoch 60: 45%|βββββ | 10/22 [00:00<00:00, 193.30it/s, v_num=0]
Epoch 60: 45%|βββββ | 10/22 [00:00<00:00, 188.85it/s, v_num=0]
Epoch 60: 50%|βββββ | 11/22 [00:00<00:00, 193.26it/s, v_num=0]
Epoch 60: 50%|βββββ | 11/22 [00:00<00:00, 189.52it/s, v_num=0]
Epoch 60: 55%|ββββββ | 12/22 [00:00<00:00, 194.82it/s, v_num=0]
Epoch 60: 55%|ββββββ | 12/22 [00:00<00:00, 191.43it/s, v_num=0]
Epoch 60: 59%|ββββββ | 13/22 [00:00<00:00, 194.67it/s, v_num=0]
Epoch 60: 59%|ββββββ | 13/22 [00:00<00:00, 191.80it/s, v_num=0]
Epoch 60: 64%|βββββββ | 14/22 [00:00<00:00, 195.07it/s, v_num=0]
Epoch 60: 64%|βββββββ | 14/22 [00:00<00:00, 192.13it/s, v_num=0]
Epoch 60: 68%|βββββββ | 15/22 [00:00<00:00, 195.66it/s, v_num=0]
Epoch 60: 68%|βββββββ | 15/22 [00:00<00:00, 192.92it/s, v_num=0]
Epoch 60: 73%|ββββββββ | 16/22 [00:00<00:00, 196.52it/s, v_num=0]
Epoch 60: 73%|ββββββββ | 16/22 [00:00<00:00, 193.86it/s, v_num=0]
Epoch 60: 77%|ββββββββ | 17/22 [00:00<00:00, 197.33it/s, v_num=0]
Epoch 60: 77%|ββββββββ | 17/22 [00:00<00:00, 194.73it/s, v_num=0]
Epoch 60: 82%|βββββββββ | 18/22 [00:00<00:00, 198.28it/s, v_num=0]
Epoch 60: 82%|βββββββββ | 18/22 [00:00<00:00, 195.88it/s, v_num=0]
Epoch 60: 86%|βββββββββ | 19/22 [00:00<00:00, 198.50it/s, v_num=0]
Epoch 60: 86%|βββββββββ | 19/22 [00:00<00:00, 196.09it/s, v_num=0]
Epoch 60: 91%|βββββββββ | 20/22 [00:00<00:00, 198.23it/s, v_num=0]
Epoch 60: 91%|βββββββββ | 20/22 [00:00<00:00, 195.32it/s, v_num=0]
Epoch 60: 95%|ββββββββββ| 21/22 [00:00<00:00, 197.14it/s, v_num=0]
Epoch 60: 95%|ββββββββββ| 21/22 [00:00<00:00, 195.13it/s, v_num=0]
Epoch 60: 100%|ββββββββββ| 22/22 [00:00<00:00, 197.09it/s, v_num=0]
Epoch 60: 100%|ββββββββββ| 22/22 [00:00<00:00, 194.96it/s, v_num=0]
Epoch 60: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.82it/s, v_num=0]
Epoch 60: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 61: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 61: 5%|β | 1/22 [00:00<00:00, 213.80it/s, v_num=0]
Epoch 61: 5%|β | 1/22 [00:00<00:00, 171.95it/s, v_num=0]
Epoch 61: 9%|β | 2/22 [00:00<00:00, 179.46it/s, v_num=0]
Epoch 61: 9%|β | 2/22 [00:00<00:00, 151.58it/s, v_num=0]
Epoch 61: 14%|ββ | 3/22 [00:00<00:00, 166.78it/s, v_num=0]
Epoch 61: 14%|ββ | 3/22 [00:00<00:00, 160.07it/s, v_num=0]
Epoch 61: 18%|ββ | 4/22 [00:00<00:00, 168.09it/s, v_num=0]
Epoch 61: 18%|ββ | 4/22 [00:00<00:00, 160.50it/s, v_num=0]
Epoch 61: 23%|βββ | 5/22 [00:00<00:00, 161.80it/s, v_num=0]
Epoch 61: 23%|βββ | 5/22 [00:00<00:00, 156.97it/s, v_num=0]
Epoch 61: 27%|βββ | 6/22 [00:00<00:00, 161.38it/s, v_num=0]
Epoch 61: 27%|βββ | 6/22 [00:00<00:00, 151.01it/s, v_num=0]
Epoch 61: 32%|ββββ | 7/22 [00:00<00:00, 157.16it/s, v_num=0]
Epoch 61: 32%|ββββ | 7/22 [00:00<00:00, 152.63it/s, v_num=0]
Epoch 61: 36%|ββββ | 8/22 [00:00<00:00, 155.79it/s, v_num=0]
Epoch 61: 36%|ββββ | 8/22 [00:00<00:00, 153.09it/s, v_num=0]
Epoch 61: 41%|ββββ | 9/22 [00:00<00:00, 149.06it/s, v_num=0]
Epoch 61: 41%|ββββ | 9/22 [00:00<00:00, 146.68it/s, v_num=0]
Epoch 61: 45%|βββββ | 10/22 [00:00<00:00, 150.15it/s, v_num=0]
Epoch 61: 45%|βββββ | 10/22 [00:00<00:00, 145.53it/s, v_num=0]
Epoch 61: 50%|βββββ | 11/22 [00:00<00:00, 149.06it/s, v_num=0]
Epoch 61: 50%|βββββ | 11/22 [00:00<00:00, 144.88it/s, v_num=0]
Epoch 61: 55%|ββββββ | 12/22 [00:00<00:00, 147.69it/s, v_num=0]
Epoch 61: 55%|ββββββ | 12/22 [00:00<00:00, 146.10it/s, v_num=0]
Epoch 61: 59%|ββββββ | 13/22 [00:00<00:00, 149.05it/s, v_num=0]
Epoch 61: 59%|ββββββ | 13/22 [00:00<00:00, 145.21it/s, v_num=0]
Epoch 61: 64%|βββββββ | 14/22 [00:00<00:00, 147.89it/s, v_num=0]
Epoch 61: 64%|βββββββ | 14/22 [00:00<00:00, 144.62it/s, v_num=0]
Epoch 61: 68%|βββββββ | 15/22 [00:00<00:00, 146.47it/s, v_num=0]
Epoch 61: 68%|βββββββ | 15/22 [00:00<00:00, 145.03it/s, v_num=0]
Epoch 61: 73%|ββββββββ | 16/22 [00:00<00:00, 147.07it/s, v_num=0]
Epoch 61: 73%|ββββββββ | 16/22 [00:00<00:00, 145.50it/s, v_num=0]
Epoch 61: 77%|ββββββββ | 17/22 [00:00<00:00, 149.66it/s, v_num=0]
Epoch 61: 77%|ββββββββ | 17/22 [00:00<00:00, 148.21it/s, v_num=0]
Epoch 61: 82%|βββββββββ | 18/22 [00:00<00:00, 151.57it/s, v_num=0]
Epoch 61: 82%|βββββββββ | 18/22 [00:00<00:00, 150.10it/s, v_num=0]
Epoch 61: 86%|βββββββββ | 19/22 [00:00<00:00, 153.40it/s, v_num=0]
Epoch 61: 86%|βββββββββ | 19/22 [00:00<00:00, 152.00it/s, v_num=0]
Epoch 61: 91%|βββββββββ | 20/22 [00:00<00:00, 155.17it/s, v_num=0]
Epoch 61: 91%|βββββββββ | 20/22 [00:00<00:00, 153.47it/s, v_num=0]
Epoch 61: 95%|ββββββββββ| 21/22 [00:00<00:00, 156.46it/s, v_num=0]
Epoch 61: 95%|ββββββββββ| 21/22 [00:00<00:00, 155.14it/s, v_num=0]
Epoch 61: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.04it/s, v_num=0]
Epoch 61: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.82it/s, v_num=0]
Epoch 61: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.51it/s, v_num=0]
Epoch 61: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 62: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 62: 5%|β | 1/22 [00:00<00:00, 193.05it/s, v_num=0]
Epoch 62: 5%|β | 1/22 [00:00<00:00, 154.42it/s, v_num=0]
Epoch 62: 9%|β | 2/22 [00:00<00:00, 195.09it/s, v_num=0]
Epoch 62: 9%|β | 2/22 [00:00<00:00, 173.94it/s, v_num=0]
Epoch 62: 14%|ββ | 3/22 [00:00<00:00, 196.42it/s, v_num=0]
Epoch 62: 14%|ββ | 3/22 [00:00<00:00, 182.49it/s, v_num=0]
Epoch 62: 18%|ββ | 4/22 [00:00<00:00, 198.40it/s, v_num=0]
Epoch 62: 18%|ββ | 4/22 [00:00<00:00, 186.53it/s, v_num=0]
Epoch 62: 23%|βββ | 5/22 [00:00<00:00, 198.63it/s, v_num=0]
Epoch 62: 23%|βββ | 5/22 [00:00<00:00, 190.02it/s, v_num=0]
Epoch 62: 27%|βββ | 6/22 [00:00<00:00, 181.46it/s, v_num=0]
Epoch 62: 27%|βββ | 6/22 [00:00<00:00, 176.08it/s, v_num=0]
Epoch 62: 32%|ββββ | 7/22 [00:00<00:00, 176.86it/s, v_num=0]
Epoch 62: 32%|ββββ | 7/22 [00:00<00:00, 172.99it/s, v_num=0]
Epoch 62: 36%|ββββ | 8/22 [00:00<00:00, 176.47it/s, v_num=0]
Epoch 62: 36%|ββββ | 8/22 [00:00<00:00, 172.94it/s, v_num=0]
Epoch 62: 41%|ββββ | 9/22 [00:00<00:00, 173.65it/s, v_num=0]
Epoch 62: 41%|ββββ | 9/22 [00:00<00:00, 170.54it/s, v_num=0]
Epoch 62: 45%|βββββ | 10/22 [00:00<00:00, 168.62it/s, v_num=0]
Epoch 62: 45%|βββββ | 10/22 [00:00<00:00, 165.65it/s, v_num=0]
Epoch 62: 50%|βββββ | 11/22 [00:00<00:00, 168.01it/s, v_num=0]
Epoch 62: 50%|βββββ | 11/22 [00:00<00:00, 165.19it/s, v_num=0]
Epoch 62: 55%|ββββββ | 12/22 [00:00<00:00, 170.82it/s, v_num=0]
Epoch 62: 55%|ββββββ | 12/22 [00:00<00:00, 167.96it/s, v_num=0]
Epoch 62: 59%|ββββββ | 13/22 [00:00<00:00, 173.04it/s, v_num=0]
Epoch 62: 59%|ββββββ | 13/22 [00:00<00:00, 169.65it/s, v_num=0]
Epoch 62: 64%|βββββββ | 14/22 [00:00<00:00, 174.45it/s, v_num=0]
Epoch 62: 64%|βββββββ | 14/22 [00:00<00:00, 172.02it/s, v_num=0]
Epoch 62: 68%|βββββββ | 15/22 [00:00<00:00, 172.47it/s, v_num=0]
Epoch 62: 68%|βββββββ | 15/22 [00:00<00:00, 170.15it/s, v_num=0]
Epoch 62: 73%|ββββββββ | 16/22 [00:00<00:00, 172.70it/s, v_num=0]
Epoch 62: 73%|ββββββββ | 16/22 [00:00<00:00, 170.01it/s, v_num=0]
Epoch 62: 77%|ββββββββ | 17/22 [00:00<00:00, 172.10it/s, v_num=0]
Epoch 62: 77%|ββββββββ | 17/22 [00:00<00:00, 169.99it/s, v_num=0]
Epoch 62: 82%|βββββββββ | 18/22 [00:00<00:00, 172.87it/s, v_num=0]
Epoch 62: 82%|βββββββββ | 18/22 [00:00<00:00, 170.84it/s, v_num=0]
Epoch 62: 86%|βββββββββ | 19/22 [00:00<00:00, 174.49it/s, v_num=0]
Epoch 62: 86%|βββββββββ | 19/22 [00:00<00:00, 172.69it/s, v_num=0]
Epoch 62: 91%|βββββββββ | 20/22 [00:00<00:00, 176.02it/s, v_num=0]
Epoch 62: 91%|βββββββββ | 20/22 [00:00<00:00, 174.29it/s, v_num=0]
Epoch 62: 95%|ββββββββββ| 21/22 [00:00<00:00, 176.66it/s, v_num=0]
Epoch 62: 95%|ββββββββββ| 21/22 [00:00<00:00, 174.99it/s, v_num=0]
Epoch 62: 100%|ββββββββββ| 22/22 [00:00<00:00, 177.60it/s, v_num=0]
Epoch 62: 100%|ββββββββββ| 22/22 [00:00<00:00, 176.06it/s, v_num=0]
Epoch 62: 100%|ββββββββββ| 22/22 [00:00<00:00, 174.46it/s, v_num=0]
Epoch 62: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 63: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 63: 5%|β | 1/22 [00:00<00:00, 182.69it/s, v_num=0]
Epoch 63: 5%|β | 1/22 [00:00<00:00, 152.34it/s, v_num=0]
Epoch 63: 9%|β | 2/22 [00:00<00:00, 194.43it/s, v_num=0]
Epoch 63: 9%|β | 2/22 [00:00<00:00, 158.35it/s, v_num=0]
Epoch 63: 14%|ββ | 3/22 [00:00<00:00, 169.57it/s, v_num=0]
Epoch 63: 14%|ββ | 3/22 [00:00<00:00, 150.01it/s, v_num=0]
Epoch 63: 18%|ββ | 4/22 [00:00<00:00, 161.22it/s, v_num=0]
Epoch 63: 18%|ββ | 4/22 [00:00<00:00, 148.16it/s, v_num=0]
Epoch 63: 23%|βββ | 5/22 [00:00<00:00, 157.50it/s, v_num=0]
Epoch 63: 23%|βββ | 5/22 [00:00<00:00, 145.55it/s, v_num=0]
Epoch 63: 27%|βββ | 6/22 [00:00<00:00, 153.78it/s, v_num=0]
Epoch 63: 27%|βββ | 6/22 [00:00<00:00, 150.44it/s, v_num=0]
Epoch 63: 32%|ββββ | 7/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 63: 32%|ββββ | 7/22 [00:00<00:00, 151.45it/s, v_num=0]
Epoch 63: 36%|ββββ | 8/22 [00:00<00:00, 157.33it/s, v_num=0]
Epoch 63: 36%|ββββ | 8/22 [00:00<00:00, 153.32it/s, v_num=0]
Epoch 63: 41%|ββββ | 9/22 [00:00<00:00, 161.80it/s, v_num=0]
Epoch 63: 41%|ββββ | 9/22 [00:00<00:00, 156.17it/s, v_num=0]
Epoch 63: 45%|βββββ | 10/22 [00:00<00:00, 162.43it/s, v_num=0]
Epoch 63: 45%|βββββ | 10/22 [00:00<00:00, 158.22it/s, v_num=0]
Epoch 63: 50%|βββββ | 11/22 [00:00<00:00, 162.39it/s, v_num=0]
Epoch 63: 50%|βββββ | 11/22 [00:00<00:00, 158.58it/s, v_num=0]
Epoch 63: 55%|ββββββ | 12/22 [00:00<00:00, 163.59it/s, v_num=0]
Epoch 63: 55%|ββββββ | 12/22 [00:00<00:00, 161.06it/s, v_num=0]
Epoch 63: 59%|ββββββ | 13/22 [00:00<00:00, 163.63it/s, v_num=0]
Epoch 63: 59%|ββββββ | 13/22 [00:00<00:00, 159.53it/s, v_num=0]
Epoch 63: 64%|βββββββ | 14/22 [00:00<00:00, 162.69it/s, v_num=0]
Epoch 63: 64%|βββββββ | 14/22 [00:00<00:00, 160.58it/s, v_num=0]
Epoch 63: 68%|βββββββ | 15/22 [00:00<00:00, 156.82it/s, v_num=0]
Epoch 63: 68%|βββββββ | 15/22 [00:00<00:00, 154.40it/s, v_num=0]
Epoch 63: 73%|ββββββββ | 16/22 [00:00<00:00, 158.08it/s, v_num=0]
Epoch 63: 73%|ββββββββ | 16/22 [00:00<00:00, 156.08it/s, v_num=0]
Epoch 63: 77%|ββββββββ | 17/22 [00:00<00:00, 160.10it/s, v_num=0]
Epoch 63: 77%|ββββββββ | 17/22 [00:00<00:00, 158.25it/s, v_num=0]
Epoch 63: 82%|βββββββββ | 18/22 [00:00<00:00, 152.24it/s, v_num=0]
Epoch 63: 82%|βββββββββ | 18/22 [00:00<00:00, 148.67it/s, v_num=0]
Epoch 63: 86%|βββββββββ | 19/22 [00:00<00:00, 146.88it/s, v_num=0]
Epoch 63: 86%|βββββββββ | 19/22 [00:00<00:00, 144.21it/s, v_num=0]
Epoch 63: 91%|βββββββββ | 20/22 [00:00<00:00, 146.16it/s, v_num=0]
Epoch 63: 91%|βββββββββ | 20/22 [00:00<00:00, 143.92it/s, v_num=0]
Epoch 63: 95%|ββββββββββ| 21/22 [00:00<00:00, 143.62it/s, v_num=0]
Epoch 63: 95%|ββββββββββ| 21/22 [00:00<00:00, 142.68it/s, v_num=0]
Epoch 63: 100%|ββββββββββ| 22/22 [00:00<00:00, 143.88it/s, v_num=0]
Epoch 63: 100%|ββββββββββ| 22/22 [00:00<00:00, 141.33it/s, v_num=0]
Epoch 63: 100%|ββββββββββ| 22/22 [00:00<00:00, 139.90it/s, v_num=0]
Epoch 63: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 64: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 64: 5%|β | 1/22 [00:00<00:00, 110.79it/s, v_num=0]
Epoch 64: 5%|β | 1/22 [00:00<00:00, 82.47it/s, v_num=0]
Epoch 64: 9%|β | 2/22 [00:00<00:00, 106.73it/s, v_num=0]
Epoch 64: 9%|β | 2/22 [00:00<00:00, 100.78it/s, v_num=0]
Epoch 64: 14%|ββ | 3/22 [00:00<00:00, 108.48it/s, v_num=0]
Epoch 64: 14%|ββ | 3/22 [00:00<00:00, 103.53it/s, v_num=0]
Epoch 64: 18%|ββ | 4/22 [00:00<00:00, 121.32it/s, v_num=0]
Epoch 64: 18%|ββ | 4/22 [00:00<00:00, 117.26it/s, v_num=0]
Epoch 64: 23%|βββ | 5/22 [00:00<00:00, 131.08it/s, v_num=0]
Epoch 64: 23%|βββ | 5/22 [00:00<00:00, 127.20it/s, v_num=0]
Epoch 64: 27%|βββ | 6/22 [00:00<00:00, 138.56it/s, v_num=0]
Epoch 64: 27%|βββ | 6/22 [00:00<00:00, 134.03it/s, v_num=0]
Epoch 64: 32%|ββββ | 7/22 [00:00<00:00, 141.69it/s, v_num=0]
Epoch 64: 32%|ββββ | 7/22 [00:00<00:00, 138.42it/s, v_num=0]
Epoch 64: 36%|ββββ | 8/22 [00:00<00:00, 147.73it/s, v_num=0]
Epoch 64: 36%|ββββ | 8/22 [00:00<00:00, 144.65it/s, v_num=0]
Epoch 64: 41%|ββββ | 9/22 [00:00<00:00, 151.26it/s, v_num=0]
Epoch 64: 41%|ββββ | 9/22 [00:00<00:00, 147.91it/s, v_num=0]
Epoch 64: 45%|βββββ | 10/22 [00:00<00:00, 155.20it/s, v_num=0]
Epoch 64: 45%|βββββ | 10/22 [00:00<00:00, 152.62it/s, v_num=0]
Epoch 64: 50%|βββββ | 11/22 [00:00<00:00, 159.49it/s, v_num=0]
Epoch 64: 50%|βββββ | 11/22 [00:00<00:00, 156.66it/s, v_num=0]
Epoch 64: 55%|ββββββ | 12/22 [00:00<00:00, 162.10it/s, v_num=0]
Epoch 64: 55%|ββββββ | 12/22 [00:00<00:00, 159.74it/s, v_num=0]
Epoch 64: 59%|ββββββ | 13/22 [00:00<00:00, 164.30it/s, v_num=0]
Epoch 64: 59%|ββββββ | 13/22 [00:00<00:00, 161.73it/s, v_num=0]
Epoch 64: 64%|βββββββ | 14/22 [00:00<00:00, 166.42it/s, v_num=0]
Epoch 64: 64%|βββββββ | 14/22 [00:00<00:00, 164.08it/s, v_num=0]
Epoch 64: 68%|βββββββ | 15/22 [00:00<00:00, 168.21it/s, v_num=0]
Epoch 64: 68%|βββββββ | 15/22 [00:00<00:00, 165.92it/s, v_num=0]
Epoch 64: 73%|ββββββββ | 16/22 [00:00<00:00, 169.90it/s, v_num=0]
Epoch 64: 73%|ββββββββ | 16/22 [00:00<00:00, 167.91it/s, v_num=0]
Epoch 64: 77%|ββββββββ | 17/22 [00:00<00:00, 172.00it/s, v_num=0]
Epoch 64: 77%|ββββββββ | 17/22 [00:00<00:00, 170.00it/s, v_num=0]
Epoch 64: 82%|βββββββββ | 18/22 [00:00<00:00, 173.19it/s, v_num=0]
Epoch 64: 82%|βββββββββ | 18/22 [00:00<00:00, 171.26it/s, v_num=0]
Epoch 64: 86%|βββββββββ | 19/22 [00:00<00:00, 174.19it/s, v_num=0]
Epoch 64: 86%|βββββββββ | 19/22 [00:00<00:00, 172.27it/s, v_num=0]
Epoch 64: 91%|βββββββββ | 20/22 [00:00<00:00, 174.41it/s, v_num=0]
Epoch 64: 91%|βββββββββ | 20/22 [00:00<00:00, 172.62it/s, v_num=0]
Epoch 64: 95%|ββββββββββ| 21/22 [00:00<00:00, 175.20it/s, v_num=0]
Epoch 64: 95%|ββββββββββ| 21/22 [00:00<00:00, 171.92it/s, v_num=0]
Epoch 64: 100%|ββββββββββ| 22/22 [00:00<00:00, 173.87it/s, v_num=0]
Epoch 64: 100%|ββββββββββ| 22/22 [00:00<00:00, 172.35it/s, v_num=0]
Epoch 64: 100%|ββββββββββ| 22/22 [00:00<00:00, 170.84it/s, v_num=0]
Epoch 64: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 65: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 65: 5%|β | 1/22 [00:00<00:00, 206.18it/s, v_num=0]
Epoch 65: 5%|β | 1/22 [00:00<00:00, 155.91it/s, v_num=0]
Epoch 65: 9%|β | 2/22 [00:00<00:00, 196.06it/s, v_num=0]
Epoch 65: 9%|β | 2/22 [00:00<00:00, 175.76it/s, v_num=0]
Epoch 65: 14%|ββ | 3/22 [00:00<00:00, 196.22it/s, v_num=0]
Epoch 65: 14%|ββ | 3/22 [00:00<00:00, 182.77it/s, v_num=0]
Epoch 65: 18%|ββ | 4/22 [00:00<00:00, 197.91it/s, v_num=0]
Epoch 65: 18%|ββ | 4/22 [00:00<00:00, 187.36it/s, v_num=0]
Epoch 65: 23%|βββ | 5/22 [00:00<00:00, 199.57it/s, v_num=0]
Epoch 65: 23%|βββ | 5/22 [00:00<00:00, 190.73it/s, v_num=0]
Epoch 65: 27%|βββ | 6/22 [00:00<00:00, 201.54it/s, v_num=0]
Epoch 65: 27%|βββ | 6/22 [00:00<00:00, 193.87it/s, v_num=0]
Epoch 65: 32%|ββββ | 7/22 [00:00<00:00, 197.95it/s, v_num=0]
Epoch 65: 32%|ββββ | 7/22 [00:00<00:00, 191.73it/s, v_num=0]
Epoch 65: 36%|ββββ | 8/22 [00:00<00:00, 197.87it/s, v_num=0]
Epoch 65: 36%|ββββ | 8/22 [00:00<00:00, 192.57it/s, v_num=0]
Epoch 65: 41%|ββββ | 9/22 [00:00<00:00, 199.82it/s, v_num=0]
Epoch 65: 41%|ββββ | 9/22 [00:00<00:00, 194.99it/s, v_num=0]
Epoch 65: 45%|βββββ | 10/22 [00:00<00:00, 197.24it/s, v_num=0]
Epoch 65: 45%|βββββ | 10/22 [00:00<00:00, 192.92it/s, v_num=0]
Epoch 65: 50%|βββββ | 11/22 [00:00<00:00, 195.81it/s, v_num=0]
Epoch 65: 50%|βββββ | 11/22 [00:00<00:00, 191.74it/s, v_num=0]
Epoch 65: 55%|ββββββ | 12/22 [00:00<00:00, 188.16it/s, v_num=0]
Epoch 65: 55%|ββββββ | 12/22 [00:00<00:00, 184.93it/s, v_num=0]
Epoch 65: 59%|ββββββ | 13/22 [00:00<00:00, 188.55it/s, v_num=0]
Epoch 65: 59%|ββββββ | 13/22 [00:00<00:00, 183.81it/s, v_num=0]
Epoch 65: 64%|βββββββ | 14/22 [00:00<00:00, 188.42it/s, v_num=0]
Epoch 65: 64%|βββββββ | 14/22 [00:00<00:00, 185.53it/s, v_num=0]
Epoch 65: 68%|βββββββ | 15/22 [00:00<00:00, 189.39it/s, v_num=0]
Epoch 65: 68%|βββββββ | 15/22 [00:00<00:00, 186.72it/s, v_num=0]
Epoch 65: 73%|ββββββββ | 16/22 [00:00<00:00, 188.71it/s, v_num=0]
Epoch 65: 73%|ββββββββ | 16/22 [00:00<00:00, 185.74it/s, v_num=0]
Epoch 65: 77%|ββββββββ | 17/22 [00:00<00:00, 170.83it/s, v_num=0]
Epoch 65: 77%|ββββββββ | 17/22 [00:00<00:00, 168.67it/s, v_num=0]
Epoch 65: 82%|βββββββββ | 18/22 [00:00<00:00, 169.88it/s, v_num=0]
Epoch 65: 82%|βββββββββ | 18/22 [00:00<00:00, 167.00it/s, v_num=0]
Epoch 65: 86%|βββββββββ | 19/22 [00:00<00:00, 169.51it/s, v_num=0]
Epoch 65: 86%|βββββββββ | 19/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 65: 91%|βββββββββ | 20/22 [00:00<00:00, 170.64it/s, v_num=0]
Epoch 65: 91%|βββββββββ | 20/22 [00:00<00:00, 168.56it/s, v_num=0]
Epoch 65: 95%|ββββββββββ| 21/22 [00:00<00:00, 169.75it/s, v_num=0]
Epoch 65: 95%|ββββββββββ| 21/22 [00:00<00:00, 168.30it/s, v_num=0]
Epoch 65: 100%|ββββββββββ| 22/22 [00:00<00:00, 170.09it/s, v_num=0]
Epoch 65: 100%|ββββββββββ| 22/22 [00:00<00:00, 168.89it/s, v_num=0]
Epoch 65: 100%|ββββββββββ| 22/22 [00:00<00:00, 167.37it/s, v_num=0]
Epoch 65: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 66: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 66: 5%|β | 1/22 [00:00<00:00, 173.15it/s, v_num=0]
Epoch 66: 5%|β | 1/22 [00:00<00:00, 128.71it/s, v_num=0]
Epoch 66: 9%|β | 2/22 [00:00<00:00, 172.78it/s, v_num=0]
Epoch 66: 9%|β | 2/22 [00:00<00:00, 160.70it/s, v_num=0]
Epoch 66: 14%|ββ | 3/22 [00:00<00:00, 176.27it/s, v_num=0]
Epoch 66: 14%|ββ | 3/22 [00:00<00:00, 165.44it/s, v_num=0]
Epoch 66: 18%|ββ | 4/22 [00:00<00:00, 180.17it/s, v_num=0]
Epoch 66: 18%|ββ | 4/22 [00:00<00:00, 171.11it/s, v_num=0]
Epoch 66: 23%|βββ | 5/22 [00:00<00:00, 183.11it/s, v_num=0]
Epoch 66: 23%|βββ | 5/22 [00:00<00:00, 177.60it/s, v_num=0]
Epoch 66: 27%|βββ | 6/22 [00:00<00:00, 186.94it/s, v_num=0]
Epoch 66: 27%|βββ | 6/22 [00:00<00:00, 181.67it/s, v_num=0]
Epoch 66: 32%|ββββ | 7/22 [00:00<00:00, 188.89it/s, v_num=0]
Epoch 66: 32%|ββββ | 7/22 [00:00<00:00, 184.66it/s, v_num=0]
Epoch 66: 36%|ββββ | 8/22 [00:00<00:00, 190.84it/s, v_num=0]
Epoch 66: 36%|ββββ | 8/22 [00:00<00:00, 186.73it/s, v_num=0]
Epoch 66: 41%|ββββ | 9/22 [00:00<00:00, 190.52it/s, v_num=0]
Epoch 66: 41%|ββββ | 9/22 [00:00<00:00, 187.55it/s, v_num=0]
Epoch 66: 45%|βββββ | 10/22 [00:00<00:00, 192.69it/s, v_num=0]
Epoch 66: 45%|βββββ | 10/22 [00:00<00:00, 189.61it/s, v_num=0]
Epoch 66: 50%|βββββ | 11/22 [00:00<00:00, 193.52it/s, v_num=0]
Epoch 66: 50%|βββββ | 11/22 [00:00<00:00, 190.72it/s, v_num=0]
Epoch 66: 55%|ββββββ | 12/22 [00:00<00:00, 194.17it/s, v_num=0]
Epoch 66: 55%|ββββββ | 12/22 [00:00<00:00, 190.20it/s, v_num=0]
Epoch 66: 59%|ββββββ | 13/22 [00:00<00:00, 193.08it/s, v_num=0]
Epoch 66: 59%|ββββββ | 13/22 [00:00<00:00, 190.73it/s, v_num=0]
Epoch 66: 64%|βββββββ | 14/22 [00:00<00:00, 192.52it/s, v_num=0]
Epoch 66: 64%|βββββββ | 14/22 [00:00<00:00, 186.07it/s, v_num=0]
Epoch 66: 68%|βββββββ | 15/22 [00:00<00:00, 187.94it/s, v_num=0]
Epoch 66: 68%|βββββββ | 15/22 [00:00<00:00, 185.72it/s, v_num=0]
Epoch 66: 73%|ββββββββ | 16/22 [00:00<00:00, 188.08it/s, v_num=0]
Epoch 66: 73%|ββββββββ | 16/22 [00:00<00:00, 186.04it/s, v_num=0]
Epoch 66: 77%|ββββββββ | 17/22 [00:00<00:00, 188.56it/s, v_num=0]
Epoch 66: 77%|ββββββββ | 17/22 [00:00<00:00, 186.71it/s, v_num=0]
Epoch 66: 82%|βββββββββ | 18/22 [00:00<00:00, 188.61it/s, v_num=0]
Epoch 66: 82%|βββββββββ | 18/22 [00:00<00:00, 186.98it/s, v_num=0]
Epoch 66: 86%|βββββββββ | 19/22 [00:00<00:00, 189.22it/s, v_num=0]
Epoch 66: 86%|βββββββββ | 19/22 [00:00<00:00, 186.96it/s, v_num=0]
Epoch 66: 91%|βββββββββ | 20/22 [00:00<00:00, 188.90it/s, v_num=0]
Epoch 66: 91%|βββββββββ | 20/22 [00:00<00:00, 186.72it/s, v_num=0]
Epoch 66: 95%|ββββββββββ| 21/22 [00:00<00:00, 188.78it/s, v_num=0]
Epoch 66: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.50it/s, v_num=0]
Epoch 66: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.77it/s, v_num=0]
Epoch 66: 100%|ββββββββββ| 22/22 [00:00<00:00, 186.26it/s, v_num=0]
Epoch 66: 100%|ββββββββββ| 22/22 [00:00<00:00, 184.23it/s, v_num=0]
Epoch 66: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 67: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 67: 5%|β | 1/22 [00:00<00:00, 172.29it/s, v_num=0]
Epoch 67: 5%|β | 1/22 [00:00<00:00, 148.02it/s, v_num=0]
Epoch 67: 9%|β | 2/22 [00:00<00:00, 176.24it/s, v_num=0]
Epoch 67: 9%|β | 2/22 [00:00<00:00, 162.06it/s, v_num=0]
Epoch 67: 14%|ββ | 3/22 [00:00<00:00, 172.74it/s, v_num=0]
Epoch 67: 14%|ββ | 3/22 [00:00<00:00, 163.83it/s, v_num=0]
Epoch 67: 18%|ββ | 4/22 [00:00<00:00, 172.41it/s, v_num=0]
Epoch 67: 18%|ββ | 4/22 [00:00<00:00, 165.09it/s, v_num=0]
Epoch 67: 23%|βββ | 5/22 [00:00<00:00, 175.03it/s, v_num=0]
Epoch 67: 23%|βββ | 5/22 [00:00<00:00, 169.85it/s, v_num=0]
Epoch 67: 27%|βββ | 6/22 [00:00<00:00, 174.94it/s, v_num=0]
Epoch 67: 27%|βββ | 6/22 [00:00<00:00, 170.09it/s, v_num=0]
Epoch 67: 32%|ββββ | 7/22 [00:00<00:00, 172.88it/s, v_num=0]
Epoch 67: 32%|ββββ | 7/22 [00:00<00:00, 168.04it/s, v_num=0]
Epoch 67: 36%|ββββ | 8/22 [00:00<00:00, 173.21it/s, v_num=0]
Epoch 67: 36%|ββββ | 8/22 [00:00<00:00, 169.79it/s, v_num=0]
Epoch 67: 41%|ββββ | 9/22 [00:00<00:00, 175.07it/s, v_num=0]
Epoch 67: 41%|ββββ | 9/22 [00:00<00:00, 172.09it/s, v_num=0]
Epoch 67: 45%|βββββ | 10/22 [00:00<00:00, 177.45it/s, v_num=0]
Epoch 67: 45%|βββββ | 10/22 [00:00<00:00, 174.89it/s, v_num=0]
Epoch 67: 50%|βββββ | 11/22 [00:00<00:00, 174.77it/s, v_num=0]
Epoch 67: 50%|βββββ | 11/22 [00:00<00:00, 171.89it/s, v_num=0]
Epoch 67: 55%|ββββββ | 12/22 [00:00<00:00, 174.23it/s, v_num=0]
Epoch 67: 55%|ββββββ | 12/22 [00:00<00:00, 169.09it/s, v_num=0]
Epoch 67: 59%|ββββββ | 13/22 [00:00<00:00, 171.47it/s, v_num=0]
Epoch 67: 59%|ββββββ | 13/22 [00:00<00:00, 169.55it/s, v_num=0]
Epoch 67: 64%|βββββββ | 14/22 [00:00<00:00, 170.42it/s, v_num=0]
Epoch 67: 64%|βββββββ | 14/22 [00:00<00:00, 168.62it/s, v_num=0]
Epoch 67: 68%|βββββββ | 15/22 [00:00<00:00, 170.18it/s, v_num=0]
Epoch 67: 68%|βββββββ | 15/22 [00:00<00:00, 167.23it/s, v_num=0]
Epoch 67: 73%|ββββββββ | 16/22 [00:00<00:00, 169.14it/s, v_num=0]
Epoch 67: 73%|ββββββββ | 16/22 [00:00<00:00, 166.00it/s, v_num=0]
Epoch 67: 77%|ββββββββ | 17/22 [00:00<00:00, 168.50it/s, v_num=0]
Epoch 67: 77%|ββββββββ | 17/22 [00:00<00:00, 165.27it/s, v_num=0]
Epoch 67: 82%|βββββββββ | 18/22 [00:00<00:00, 167.79it/s, v_num=0]
Epoch 67: 82%|βββββββββ | 18/22 [00:00<00:00, 166.49it/s, v_num=0]
Epoch 67: 86%|βββββββββ | 19/22 [00:00<00:00, 167.19it/s, v_num=0]
Epoch 67: 86%|βββββββββ | 19/22 [00:00<00:00, 165.65it/s, v_num=0]
Epoch 67: 91%|βββββββββ | 20/22 [00:00<00:00, 166.71it/s, v_num=0]
Epoch 67: 91%|βββββββββ | 20/22 [00:00<00:00, 164.37it/s, v_num=0]
Epoch 67: 95%|ββββββββββ| 21/22 [00:00<00:00, 166.63it/s, v_num=0]
Epoch 67: 95%|ββββββββββ| 21/22 [00:00<00:00, 165.40it/s, v_num=0]
Epoch 67: 100%|ββββββββββ| 22/22 [00:00<00:00, 165.63it/s, v_num=0]
Epoch 67: 100%|ββββββββββ| 22/22 [00:00<00:00, 164.46it/s, v_num=0]
Epoch 67: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.95it/s, v_num=0]
Epoch 67: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 68: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 68: 5%|β | 1/22 [00:00<00:00, 137.58it/s, v_num=0]
Epoch 68: 5%|β | 1/22 [00:00<00:00, 123.81it/s, v_num=0]
Epoch 68: 9%|β | 2/22 [00:00<00:00, 155.97it/s, v_num=0]
Epoch 68: 9%|β | 2/22 [00:00<00:00, 146.77it/s, v_num=0]
Epoch 68: 14%|ββ | 3/22 [00:00<00:00, 163.20it/s, v_num=0]
Epoch 68: 14%|ββ | 3/22 [00:00<00:00, 153.80it/s, v_num=0]
Epoch 68: 18%|ββ | 4/22 [00:00<00:00, 160.10it/s, v_num=0]
Epoch 68: 18%|ββ | 4/22 [00:00<00:00, 154.88it/s, v_num=0]
Epoch 68: 23%|βββ | 5/22 [00:00<00:00, 137.53it/s, v_num=0]
Epoch 68: 23%|βββ | 5/22 [00:00<00:00, 132.85it/s, v_num=0]
Epoch 68: 27%|βββ | 6/22 [00:00<00:00, 144.63it/s, v_num=0]
Epoch 68: 27%|βββ | 6/22 [00:00<00:00, 140.85it/s, v_num=0]
Epoch 68: 32%|ββββ | 7/22 [00:00<00:00, 150.69it/s, v_num=0]
Epoch 68: 32%|ββββ | 7/22 [00:00<00:00, 146.63it/s, v_num=0]
Epoch 68: 36%|ββββ | 8/22 [00:00<00:00, 153.29it/s, v_num=0]
Epoch 68: 36%|ββββ | 8/22 [00:00<00:00, 149.91it/s, v_num=0]
Epoch 68: 41%|ββββ | 9/22 [00:00<00:00, 158.18it/s, v_num=0]
Epoch 68: 41%|ββββ | 9/22 [00:00<00:00, 154.97it/s, v_num=0]
Epoch 68: 45%|βββββ | 10/22 [00:00<00:00, 160.82it/s, v_num=0]
Epoch 68: 45%|βββββ | 10/22 [00:00<00:00, 157.89it/s, v_num=0]
Epoch 68: 50%|βββββ | 11/22 [00:00<00:00, 163.50it/s, v_num=0]
Epoch 68: 50%|βββββ | 11/22 [00:00<00:00, 160.60it/s, v_num=0]
Epoch 68: 55%|ββββββ | 12/22 [00:00<00:00, 165.75it/s, v_num=0]
Epoch 68: 55%|ββββββ | 12/22 [00:00<00:00, 162.97it/s, v_num=0]
Epoch 68: 59%|ββββββ | 13/22 [00:00<00:00, 168.41it/s, v_num=0]
Epoch 68: 59%|ββββββ | 13/22 [00:00<00:00, 165.93it/s, v_num=0]
Epoch 68: 64%|βββββββ | 14/22 [00:00<00:00, 169.73it/s, v_num=0]
Epoch 68: 64%|βββββββ | 14/22 [00:00<00:00, 167.32it/s, v_num=0]
Epoch 68: 68%|βββββββ | 15/22 [00:00<00:00, 172.27it/s, v_num=0]
Epoch 68: 68%|βββββββ | 15/22 [00:00<00:00, 169.96it/s, v_num=0]
Epoch 68: 73%|ββββββββ | 16/22 [00:00<00:00, 173.88it/s, v_num=0]
Epoch 68: 73%|ββββββββ | 16/22 [00:00<00:00, 171.73it/s, v_num=0]
Epoch 68: 77%|ββββββββ | 17/22 [00:00<00:00, 175.12it/s, v_num=0]
Epoch 68: 77%|ββββββββ | 17/22 [00:00<00:00, 173.02it/s, v_num=0]
Epoch 68: 82%|βββββββββ | 18/22 [00:00<00:00, 176.00it/s, v_num=0]
Epoch 68: 82%|βββββββββ | 18/22 [00:00<00:00, 173.94it/s, v_num=0]
Epoch 68: 86%|βββββββββ | 19/22 [00:00<00:00, 176.62it/s, v_num=0]
Epoch 68: 86%|βββββββββ | 19/22 [00:00<00:00, 174.76it/s, v_num=0]
Epoch 68: 91%|βββββββββ | 20/22 [00:00<00:00, 177.22it/s, v_num=0]
Epoch 68: 91%|βββββββββ | 20/22 [00:00<00:00, 175.29it/s, v_num=0]
Epoch 68: 95%|ββββββββββ| 21/22 [00:00<00:00, 177.81it/s, v_num=0]
Epoch 68: 95%|ββββββββββ| 21/22 [00:00<00:00, 176.10it/s, v_num=0]
Epoch 68: 100%|ββββββββββ| 22/22 [00:00<00:00, 178.07it/s, v_num=0]
Epoch 68: 100%|ββββββββββ| 22/22 [00:00<00:00, 176.44it/s, v_num=0]
Epoch 68: 100%|ββββββββββ| 22/22 [00:00<00:00, 174.73it/s, v_num=0]
Epoch 68: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 69: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 69: 5%|β | 1/22 [00:00<00:00, 200.91it/s, v_num=0]
Epoch 69: 5%|β | 1/22 [00:00<00:00, 163.29it/s, v_num=0]
Epoch 69: 9%|β | 2/22 [00:00<00:00, 202.99it/s, v_num=0]
Epoch 69: 9%|β | 2/22 [00:00<00:00, 179.61it/s, v_num=0]
Epoch 69: 14%|ββ | 3/22 [00:00<00:00, 198.78it/s, v_num=0]
Epoch 69: 14%|ββ | 3/22 [00:00<00:00, 183.13it/s, v_num=0]
Epoch 69: 18%|ββ | 4/22 [00:00<00:00, 198.05it/s, v_num=0]
Epoch 69: 18%|ββ | 4/22 [00:00<00:00, 186.47it/s, v_num=0]
Epoch 69: 23%|βββ | 5/22 [00:00<00:00, 199.91it/s, v_num=0]
Epoch 69: 23%|βββ | 5/22 [00:00<00:00, 191.05it/s, v_num=0]
Epoch 69: 27%|βββ | 6/22 [00:00<00:00, 200.19it/s, v_num=0]
Epoch 69: 27%|βββ | 6/22 [00:00<00:00, 191.85it/s, v_num=0]
Epoch 69: 32%|ββββ | 7/22 [00:00<00:00, 200.53it/s, v_num=0]
Epoch 69: 32%|ββββ | 7/22 [00:00<00:00, 194.08it/s, v_num=0]
Epoch 69: 36%|ββββ | 8/22 [00:00<00:00, 200.60it/s, v_num=0]
Epoch 69: 36%|ββββ | 8/22 [00:00<00:00, 193.62it/s, v_num=0]
Epoch 69: 41%|ββββ | 9/22 [00:00<00:00, 199.12it/s, v_num=0]
Epoch 69: 41%|ββββ | 9/22 [00:00<00:00, 194.04it/s, v_num=0]
Epoch 69: 45%|βββββ | 10/22 [00:00<00:00, 200.13it/s, v_num=0]
Epoch 69: 45%|βββββ | 10/22 [00:00<00:00, 195.26it/s, v_num=0]
Epoch 69: 50%|βββββ | 11/22 [00:00<00:00, 200.90it/s, v_num=0]
Epoch 69: 50%|βββββ | 11/22 [00:00<00:00, 196.62it/s, v_num=0]
Epoch 69: 55%|ββββββ | 12/22 [00:00<00:00, 201.79it/s, v_num=0]
Epoch 69: 55%|ββββββ | 12/22 [00:00<00:00, 197.08it/s, v_num=0]
Epoch 69: 59%|ββββββ | 13/22 [00:00<00:00, 200.86it/s, v_num=0]
Epoch 69: 59%|ββββββ | 13/22 [00:00<00:00, 193.99it/s, v_num=0]
Epoch 69: 64%|βββββββ | 14/22 [00:00<00:00, 195.90it/s, v_num=0]
Epoch 69: 64%|βββββββ | 14/22 [00:00<00:00, 190.69it/s, v_num=0]
Epoch 69: 68%|βββββββ | 15/22 [00:00<00:00, 192.69it/s, v_num=0]
Epoch 69: 68%|βββββββ | 15/22 [00:00<00:00, 190.10it/s, v_num=0]
Epoch 69: 73%|ββββββββ | 16/22 [00:00<00:00, 190.68it/s, v_num=0]
Epoch 69: 73%|ββββββββ | 16/22 [00:00<00:00, 186.69it/s, v_num=0]
Epoch 69: 77%|ββββββββ | 17/22 [00:00<00:00, 188.16it/s, v_num=0]
Epoch 69: 77%|ββββββββ | 17/22 [00:00<00:00, 186.19it/s, v_num=0]
Epoch 69: 82%|βββββββββ | 18/22 [00:00<00:00, 186.83it/s, v_num=0]
Epoch 69: 82%|βββββββββ | 18/22 [00:00<00:00, 184.67it/s, v_num=0]
Epoch 69: 86%|βββββββββ | 19/22 [00:00<00:00, 186.17it/s, v_num=0]
Epoch 69: 86%|βββββββββ | 19/22 [00:00<00:00, 184.16it/s, v_num=0]
Epoch 69: 91%|βββββββββ | 20/22 [00:00<00:00, 186.97it/s, v_num=0]
Epoch 69: 91%|βββββββββ | 20/22 [00:00<00:00, 184.12it/s, v_num=0]
Epoch 69: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.82it/s, v_num=0]
Epoch 69: 95%|ββββββββββ| 21/22 [00:00<00:00, 184.89it/s, v_num=0]
Epoch 69: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.48it/s, v_num=0]
Epoch 69: 100%|ββββββββββ| 22/22 [00:00<00:00, 185.66it/s, v_num=0]
Epoch 69: 100%|ββββββββββ| 22/22 [00:00<00:00, 183.76it/s, v_num=0]
Epoch 69: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 70: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 70: 5%|β | 1/22 [00:00<00:00, 186.47it/s, v_num=0]
Epoch 70: 5%|β | 1/22 [00:00<00:00, 152.79it/s, v_num=0]
Epoch 70: 9%|β | 2/22 [00:00<00:00, 189.40it/s, v_num=0]
Epoch 70: 9%|β | 2/22 [00:00<00:00, 171.23it/s, v_num=0]
Epoch 70: 14%|ββ | 3/22 [00:00<00:00, 187.57it/s, v_num=0]
Epoch 70: 14%|ββ | 3/22 [00:00<00:00, 174.96it/s, v_num=0]
Epoch 70: 18%|ββ | 4/22 [00:00<00:00, 188.05it/s, v_num=0]
Epoch 70: 18%|ββ | 4/22 [00:00<00:00, 178.35it/s, v_num=0]
Epoch 70: 23%|βββ | 5/22 [00:00<00:00, 190.25it/s, v_num=0]
Epoch 70: 23%|βββ | 5/22 [00:00<00:00, 181.98it/s, v_num=0]
Epoch 70: 27%|βββ | 6/22 [00:00<00:00, 189.30it/s, v_num=0]
Epoch 70: 27%|βββ | 6/22 [00:00<00:00, 182.50it/s, v_num=0]
Epoch 70: 32%|ββββ | 7/22 [00:00<00:00, 188.40it/s, v_num=0]
Epoch 70: 32%|ββββ | 7/22 [00:00<00:00, 181.04it/s, v_num=0]
Epoch 70: 36%|ββββ | 8/22 [00:00<00:00, 188.07it/s, v_num=0]
Epoch 70: 36%|ββββ | 8/22 [00:00<00:00, 183.08it/s, v_num=0]
Epoch 70: 41%|ββββ | 9/22 [00:00<00:00, 187.20it/s, v_num=0]
Epoch 70: 41%|ββββ | 9/22 [00:00<00:00, 182.75it/s, v_num=0]
Epoch 70: 45%|βββββ | 10/22 [00:00<00:00, 189.95it/s, v_num=0]
Epoch 70: 45%|βββββ | 10/22 [00:00<00:00, 185.95it/s, v_num=0]
Epoch 70: 50%|βββββ | 11/22 [00:00<00:00, 188.17it/s, v_num=0]
Epoch 70: 50%|βββββ | 11/22 [00:00<00:00, 184.47it/s, v_num=0]
Epoch 70: 55%|ββββββ | 12/22 [00:00<00:00, 188.86it/s, v_num=0]
Epoch 70: 55%|ββββββ | 12/22 [00:00<00:00, 185.52it/s, v_num=0]
Epoch 70: 59%|ββββββ | 13/22 [00:00<00:00, 190.93it/s, v_num=0]
Epoch 70: 59%|ββββββ | 13/22 [00:00<00:00, 187.85it/s, v_num=0]
Epoch 70: 64%|βββββββ | 14/22 [00:00<00:00, 191.61it/s, v_num=0]
Epoch 70: 64%|βββββββ | 14/22 [00:00<00:00, 188.77it/s, v_num=0]
Epoch 70: 68%|βββββββ | 15/22 [00:00<00:00, 193.21it/s, v_num=0]
Epoch 70: 68%|βββββββ | 15/22 [00:00<00:00, 189.59it/s, v_num=0]
Epoch 70: 73%|ββββββββ | 16/22 [00:00<00:00, 193.66it/s, v_num=0]
Epoch 70: 73%|ββββββββ | 16/22 [00:00<00:00, 191.06it/s, v_num=0]
Epoch 70: 77%|ββββββββ | 17/22 [00:00<00:00, 194.41it/s, v_num=0]
Epoch 70: 77%|ββββββββ | 17/22 [00:00<00:00, 191.23it/s, v_num=0]
Epoch 70: 82%|βββββββββ | 18/22 [00:00<00:00, 194.24it/s, v_num=0]
Epoch 70: 82%|βββββββββ | 18/22 [00:00<00:00, 191.80it/s, v_num=0]
Epoch 70: 86%|βββββββββ | 19/22 [00:00<00:00, 194.77it/s, v_num=0]
Epoch 70: 86%|βββββββββ | 19/22 [00:00<00:00, 192.00it/s, v_num=0]
Epoch 70: 91%|βββββββββ | 20/22 [00:00<00:00, 195.20it/s, v_num=0]
Epoch 70: 91%|βββββββββ | 20/22 [00:00<00:00, 193.08it/s, v_num=0]
Epoch 70: 95%|ββββββββββ| 21/22 [00:00<00:00, 195.68it/s, v_num=0]
Epoch 70: 95%|ββββββββββ| 21/22 [00:00<00:00, 193.50it/s, v_num=0]
Epoch 70: 100%|ββββββββββ| 22/22 [00:00<00:00, 193.61it/s, v_num=0]
Epoch 70: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.38it/s, v_num=0]
Epoch 70: 100%|ββββββββββ| 22/22 [00:00<00:00, 189.63it/s, v_num=0]
Epoch 70: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 71: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 71: 5%|β | 1/22 [00:00<00:00, 217.48it/s, v_num=0]
Epoch 71: 5%|β | 1/22 [00:00<00:00, 173.66it/s, v_num=0]
Epoch 71: 9%|β | 2/22 [00:00<00:00, 184.74it/s, v_num=0]
Epoch 71: 9%|β | 2/22 [00:00<00:00, 171.87it/s, v_num=0]
Epoch 71: 14%|ββ | 3/22 [00:00<00:00, 190.38it/s, v_num=0]
Epoch 71: 14%|ββ | 3/22 [00:00<00:00, 177.79it/s, v_num=0]
Epoch 71: 18%|ββ | 4/22 [00:00<00:00, 194.79it/s, v_num=0]
Epoch 71: 18%|ββ | 4/22 [00:00<00:00, 184.24it/s, v_num=0]
Epoch 71: 23%|βββ | 5/22 [00:00<00:00, 195.43it/s, v_num=0]
Epoch 71: 23%|βββ | 5/22 [00:00<00:00, 186.75it/s, v_num=0]
Epoch 71: 27%|βββ | 6/22 [00:00<00:00, 196.54it/s, v_num=0]
Epoch 71: 27%|βββ | 6/22 [00:00<00:00, 189.57it/s, v_num=0]
Epoch 71: 32%|ββββ | 7/22 [00:00<00:00, 198.27it/s, v_num=0]
Epoch 71: 32%|ββββ | 7/22 [00:00<00:00, 192.12it/s, v_num=0]
Epoch 71: 36%|ββββ | 8/22 [00:00<00:00, 195.56it/s, v_num=0]
Epoch 71: 36%|ββββ | 8/22 [00:00<00:00, 189.68it/s, v_num=0]
Epoch 71: 41%|ββββ | 9/22 [00:00<00:00, 196.95it/s, v_num=0]
Epoch 71: 41%|ββββ | 9/22 [00:00<00:00, 191.35it/s, v_num=0]
Epoch 71: 45%|βββββ | 10/22 [00:00<00:00, 197.14it/s, v_num=0]
Epoch 71: 45%|βββββ | 10/22 [00:00<00:00, 192.07it/s, v_num=0]
Epoch 71: 50%|βββββ | 11/22 [00:00<00:00, 194.22it/s, v_num=0]
Epoch 71: 50%|βββββ | 11/22 [00:00<00:00, 190.08it/s, v_num=0]
Epoch 71: 55%|ββββββ | 12/22 [00:00<00:00, 185.26it/s, v_num=0]
Epoch 71: 55%|ββββββ | 12/22 [00:00<00:00, 180.83it/s, v_num=0]
Epoch 71: 59%|ββββββ | 13/22 [00:00<00:00, 178.00it/s, v_num=0]
Epoch 71: 59%|ββββββ | 13/22 [00:00<00:00, 175.18it/s, v_num=0]
Epoch 71: 64%|βββββββ | 14/22 [00:00<00:00, 177.13it/s, v_num=0]
Epoch 71: 64%|βββββββ | 14/22 [00:00<00:00, 173.09it/s, v_num=0]
Epoch 71: 68%|βββββββ | 15/22 [00:00<00:00, 177.11it/s, v_num=0]
Epoch 71: 68%|βββββββ | 15/22 [00:00<00:00, 174.14it/s, v_num=0]
Epoch 71: 73%|ββββββββ | 16/22 [00:00<00:00, 176.66it/s, v_num=0]
Epoch 71: 73%|ββββββββ | 16/22 [00:00<00:00, 174.21it/s, v_num=0]
Epoch 71: 77%|ββββββββ | 17/22 [00:00<00:00, 176.55it/s, v_num=0]
Epoch 71: 77%|ββββββββ | 17/22 [00:00<00:00, 173.63it/s, v_num=0]
Epoch 71: 82%|βββββββββ | 18/22 [00:00<00:00, 172.52it/s, v_num=0]
Epoch 71: 82%|βββββββββ | 18/22 [00:00<00:00, 170.09it/s, v_num=0]
Epoch 71: 86%|βββββββββ | 19/22 [00:00<00:00, 172.50it/s, v_num=0]
Epoch 71: 86%|βββββββββ | 19/22 [00:00<00:00, 170.45it/s, v_num=0]
Epoch 71: 91%|βββββββββ | 20/22 [00:00<00:00, 173.27it/s, v_num=0]
Epoch 71: 91%|βββββββββ | 20/22 [00:00<00:00, 170.25it/s, v_num=0]
Epoch 71: 95%|ββββββββββ| 21/22 [00:00<00:00, 172.79it/s, v_num=0]
Epoch 71: 95%|ββββββββββ| 21/22 [00:00<00:00, 170.52it/s, v_num=0]
Epoch 71: 100%|ββββββββββ| 22/22 [00:00<00:00, 173.36it/s, v_num=0]
Epoch 71: 100%|ββββββββββ| 22/22 [00:00<00:00, 171.86it/s, v_num=0]
Epoch 71: 100%|ββββββββββ| 22/22 [00:00<00:00, 170.09it/s, v_num=0]
Epoch 71: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 72: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 72: 5%|β | 1/22 [00:00<00:00, 204.27it/s, v_num=0]
Epoch 72: 5%|β | 1/22 [00:00<00:00, 155.58it/s, v_num=0]
Epoch 72: 9%|β | 2/22 [00:00<00:00, 194.25it/s, v_num=0]
Epoch 72: 9%|β | 2/22 [00:00<00:00, 173.47it/s, v_num=0]
Epoch 72: 14%|ββ | 3/22 [00:00<00:00, 196.34it/s, v_num=0]
Epoch 72: 14%|ββ | 3/22 [00:00<00:00, 181.23it/s, v_num=0]
Epoch 72: 18%|ββ | 4/22 [00:00<00:00, 198.75it/s, v_num=0]
Epoch 72: 18%|ββ | 4/22 [00:00<00:00, 187.65it/s, v_num=0]
Epoch 72: 23%|βββ | 5/22 [00:00<00:00, 200.02it/s, v_num=0]
Epoch 72: 23%|βββ | 5/22 [00:00<00:00, 191.19it/s, v_num=0]
Epoch 72: 27%|βββ | 6/22 [00:00<00:00, 195.62it/s, v_num=0]
Epoch 72: 27%|βββ | 6/22 [00:00<00:00, 188.28it/s, v_num=0]
Epoch 72: 32%|ββββ | 7/22 [00:00<00:00, 196.41it/s, v_num=0]
Epoch 72: 32%|ββββ | 7/22 [00:00<00:00, 189.95it/s, v_num=0]
Epoch 72: 36%|ββββ | 8/22 [00:00<00:00, 197.06it/s, v_num=0]
Epoch 72: 36%|ββββ | 8/22 [00:00<00:00, 191.68it/s, v_num=0]
Epoch 72: 41%|ββββ | 9/22 [00:00<00:00, 198.07it/s, v_num=0]
Epoch 72: 41%|ββββ | 9/22 [00:00<00:00, 192.69it/s, v_num=0]
Epoch 72: 45%|βββββ | 10/22 [00:00<00:00, 196.14it/s, v_num=0]
Epoch 72: 45%|βββββ | 10/22 [00:00<00:00, 191.40it/s, v_num=0]
Epoch 72: 50%|βββββ | 11/22 [00:00<00:00, 194.80it/s, v_num=0]
Epoch 72: 50%|βββββ | 11/22 [00:00<00:00, 190.41it/s, v_num=0]
Epoch 72: 55%|ββββββ | 12/22 [00:00<00:00, 194.54it/s, v_num=0]
Epoch 72: 55%|ββββββ | 12/22 [00:00<00:00, 190.15it/s, v_num=0]
Epoch 72: 59%|ββββββ | 13/22 [00:00<00:00, 194.50it/s, v_num=0]
Epoch 72: 59%|ββββββ | 13/22 [00:00<00:00, 188.00it/s, v_num=0]
Epoch 72: 64%|βββββββ | 14/22 [00:00<00:00, 191.11it/s, v_num=0]
Epoch 72: 64%|βββββββ | 14/22 [00:00<00:00, 188.05it/s, v_num=0]
Epoch 72: 68%|βββββββ | 15/22 [00:00<00:00, 191.76it/s, v_num=0]
Epoch 72: 68%|βββββββ | 15/22 [00:00<00:00, 188.84it/s, v_num=0]
Epoch 72: 73%|ββββββββ | 16/22 [00:00<00:00, 192.56it/s, v_num=0]
Epoch 72: 73%|ββββββββ | 16/22 [00:00<00:00, 189.88it/s, v_num=0]
Epoch 72: 77%|ββββββββ | 17/22 [00:00<00:00, 187.48it/s, v_num=0]
Epoch 72: 77%|ββββββββ | 17/22 [00:00<00:00, 184.94it/s, v_num=0]
Epoch 72: 82%|βββββββββ | 18/22 [00:00<00:00, 186.87it/s, v_num=0]
Epoch 72: 82%|βββββββββ | 18/22 [00:00<00:00, 184.33it/s, v_num=0]
Epoch 72: 86%|βββββββββ | 19/22 [00:00<00:00, 187.18it/s, v_num=0]
Epoch 72: 86%|βββββββββ | 19/22 [00:00<00:00, 185.06it/s, v_num=0]
Epoch 72: 91%|βββββββββ | 20/22 [00:00<00:00, 188.17it/s, v_num=0]
Epoch 72: 91%|βββββββββ | 20/22 [00:00<00:00, 185.92it/s, v_num=0]
Epoch 72: 95%|ββββββββββ| 21/22 [00:00<00:00, 188.27it/s, v_num=0]
Epoch 72: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.28it/s, v_num=0]
Epoch 72: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.12it/s, v_num=0]
Epoch 72: 100%|ββββββββββ| 22/22 [00:00<00:00, 185.95it/s, v_num=0]
Epoch 72: 100%|ββββββββββ| 22/22 [00:00<00:00, 183.99it/s, v_num=0]
Epoch 72: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 73: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 73: 5%|β | 1/22 [00:00<00:00, 179.76it/s, v_num=0]
Epoch 73: 5%|β | 1/22 [00:00<00:00, 145.90it/s, v_num=0]
Epoch 73: 9%|β | 2/22 [00:00<00:00, 186.31it/s, v_num=0]
Epoch 73: 9%|β | 2/22 [00:00<00:00, 167.69it/s, v_num=0]
Epoch 73: 14%|ββ | 3/22 [00:00<00:00, 182.69it/s, v_num=0]
Epoch 73: 14%|ββ | 3/22 [00:00<00:00, 167.28it/s, v_num=0]
Epoch 73: 18%|ββ | 4/22 [00:00<00:00, 184.75it/s, v_num=0]
Epoch 73: 18%|ββ | 4/22 [00:00<00:00, 175.30it/s, v_num=0]
Epoch 73: 23%|βββ | 5/22 [00:00<00:00, 182.83it/s, v_num=0]
Epoch 73: 23%|βββ | 5/22 [00:00<00:00, 174.51it/s, v_num=0]
Epoch 73: 27%|βββ | 6/22 [00:00<00:00, 185.95it/s, v_num=0]
Epoch 73: 27%|βββ | 6/22 [00:00<00:00, 178.87it/s, v_num=0]
Epoch 73: 32%|ββββ | 7/22 [00:00<00:00, 185.92it/s, v_num=0]
Epoch 73: 32%|ββββ | 7/22 [00:00<00:00, 180.45it/s, v_num=0]
Epoch 73: 36%|ββββ | 8/22 [00:00<00:00, 187.15it/s, v_num=0]
Epoch 73: 36%|ββββ | 8/22 [00:00<00:00, 182.13it/s, v_num=0]
Epoch 73: 41%|ββββ | 9/22 [00:00<00:00, 183.98it/s, v_num=0]
Epoch 73: 41%|ββββ | 9/22 [00:00<00:00, 178.72it/s, v_num=0]
Epoch 73: 45%|βββββ | 10/22 [00:00<00:00, 184.22it/s, v_num=0]
Epoch 73: 45%|βββββ | 10/22 [00:00<00:00, 180.07it/s, v_num=0]
Epoch 73: 50%|βββββ | 11/22 [00:00<00:00, 186.93it/s, v_num=0]
Epoch 73: 50%|βββββ | 11/22 [00:00<00:00, 183.26it/s, v_num=0]
Epoch 73: 55%|ββββββ | 12/22 [00:00<00:00, 189.30it/s, v_num=0]
Epoch 73: 55%|ββββββ | 12/22 [00:00<00:00, 184.09it/s, v_num=0]
Epoch 73: 59%|ββββββ | 13/22 [00:00<00:00, 189.13it/s, v_num=0]
Epoch 73: 59%|ββββββ | 13/22 [00:00<00:00, 186.04it/s, v_num=0]
Epoch 73: 64%|βββββββ | 14/22 [00:00<00:00, 190.35it/s, v_num=0]
Epoch 73: 64%|βββββββ | 14/22 [00:00<00:00, 187.52it/s, v_num=0]
Epoch 73: 68%|βββββββ | 15/22 [00:00<00:00, 191.36it/s, v_num=0]
Epoch 73: 68%|βββββββ | 15/22 [00:00<00:00, 188.69it/s, v_num=0]
Epoch 73: 73%|ββββββββ | 16/22 [00:00<00:00, 192.14it/s, v_num=0]
Epoch 73: 73%|ββββββββ | 16/22 [00:00<00:00, 189.54it/s, v_num=0]
Epoch 73: 77%|ββββββββ | 17/22 [00:00<00:00, 192.29it/s, v_num=0]
Epoch 73: 77%|ββββββββ | 17/22 [00:00<00:00, 189.98it/s, v_num=0]
Epoch 73: 82%|βββββββββ | 18/22 [00:00<00:00, 192.75it/s, v_num=0]
Epoch 73: 82%|βββββββββ | 18/22 [00:00<00:00, 190.45it/s, v_num=0]
Epoch 73: 86%|βββββββββ | 19/22 [00:00<00:00, 192.95it/s, v_num=0]
Epoch 73: 86%|βββββββββ | 19/22 [00:00<00:00, 190.95it/s, v_num=0]
Epoch 73: 91%|βββββββββ | 20/22 [00:00<00:00, 193.92it/s, v_num=0]
Epoch 73: 91%|βββββββββ | 20/22 [00:00<00:00, 191.94it/s, v_num=0]
Epoch 73: 95%|ββββββββββ| 21/22 [00:00<00:00, 195.04it/s, v_num=0]
Epoch 73: 95%|ββββββββββ| 21/22 [00:00<00:00, 193.09it/s, v_num=0]
Epoch 73: 100%|ββββββββββ| 22/22 [00:00<00:00, 194.24it/s, v_num=0]
Epoch 73: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.30it/s, v_num=0]
Epoch 73: 100%|ββββββββββ| 22/22 [00:00<00:00, 189.73it/s, v_num=0]
Epoch 73: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 74: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 74: 5%|β | 1/22 [00:00<00:00, 141.17it/s, v_num=0]
Epoch 74: 5%|β | 1/22 [00:00<00:00, 113.56it/s, v_num=0]
Epoch 74: 9%|β | 2/22 [00:00<00:00, 132.09it/s, v_num=0]
Epoch 74: 9%|β | 2/22 [00:00<00:00, 121.99it/s, v_num=0]
Epoch 74: 14%|ββ | 3/22 [00:00<00:00, 138.89it/s, v_num=0]
Epoch 74: 14%|ββ | 3/22 [00:00<00:00, 131.75it/s, v_num=0]
Epoch 74: 18%|ββ | 4/22 [00:00<00:00, 149.35it/s, v_num=0]
Epoch 74: 18%|ββ | 4/22 [00:00<00:00, 143.47it/s, v_num=0]
Epoch 74: 23%|βββ | 5/22 [00:00<00:00, 158.15it/s, v_num=0]
Epoch 74: 23%|βββ | 5/22 [00:00<00:00, 152.49it/s, v_num=0]
Epoch 74: 27%|βββ | 6/22 [00:00<00:00, 160.80it/s, v_num=0]
Epoch 74: 27%|βββ | 6/22 [00:00<00:00, 155.68it/s, v_num=0]
Epoch 74: 32%|ββββ | 7/22 [00:00<00:00, 162.35it/s, v_num=0]
Epoch 74: 32%|ββββ | 7/22 [00:00<00:00, 158.22it/s, v_num=0]
Epoch 74: 36%|ββββ | 8/22 [00:00<00:00, 166.62it/s, v_num=0]
Epoch 74: 36%|ββββ | 8/22 [00:00<00:00, 162.55it/s, v_num=0]
Epoch 74: 41%|ββββ | 9/22 [00:00<00:00, 170.63it/s, v_num=0]
Epoch 74: 41%|ββββ | 9/22 [00:00<00:00, 166.94it/s, v_num=0]
Epoch 74: 45%|βββββ | 10/22 [00:00<00:00, 171.78it/s, v_num=0]
Epoch 74: 45%|βββββ | 10/22 [00:00<00:00, 168.49it/s, v_num=0]
Epoch 74: 50%|βββββ | 11/22 [00:00<00:00, 174.53it/s, v_num=0]
Epoch 74: 50%|βββββ | 11/22 [00:00<00:00, 171.43it/s, v_num=0]
Epoch 74: 55%|ββββββ | 12/22 [00:00<00:00, 176.48it/s, v_num=0]
Epoch 74: 55%|ββββββ | 12/22 [00:00<00:00, 173.48it/s, v_num=0]
Epoch 74: 59%|ββββββ | 13/22 [00:00<00:00, 178.52it/s, v_num=0]
Epoch 74: 59%|ββββββ | 13/22 [00:00<00:00, 175.76it/s, v_num=0]
Epoch 74: 64%|βββββββ | 14/22 [00:00<00:00, 179.41it/s, v_num=0]
Epoch 74: 64%|βββββββ | 14/22 [00:00<00:00, 176.96it/s, v_num=0]
Epoch 74: 68%|βββββββ | 15/22 [00:00<00:00, 180.95it/s, v_num=0]
Epoch 74: 68%|βββββββ | 15/22 [00:00<00:00, 178.63it/s, v_num=0]
Epoch 74: 73%|ββββββββ | 16/22 [00:00<00:00, 182.07it/s, v_num=0]
Epoch 74: 73%|ββββββββ | 16/22 [00:00<00:00, 179.69it/s, v_num=0]
Epoch 74: 77%|ββββββββ | 17/22 [00:00<00:00, 183.54it/s, v_num=0]
Epoch 74: 77%|ββββββββ | 17/22 [00:00<00:00, 181.36it/s, v_num=0]
Epoch 74: 82%|βββββββββ | 18/22 [00:00<00:00, 185.00it/s, v_num=0]
Epoch 74: 82%|βββββββββ | 18/22 [00:00<00:00, 182.88it/s, v_num=0]
Epoch 74: 86%|βββββββββ | 19/22 [00:00<00:00, 186.38it/s, v_num=0]
Epoch 74: 86%|βββββββββ | 19/22 [00:00<00:00, 184.04it/s, v_num=0]
Epoch 74: 91%|βββββββββ | 20/22 [00:00<00:00, 186.88it/s, v_num=0]
Epoch 74: 91%|βββββββββ | 20/22 [00:00<00:00, 184.82it/s, v_num=0]
Epoch 74: 95%|ββββββββββ| 21/22 [00:00<00:00, 188.01it/s, v_num=0]
Epoch 74: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.09it/s, v_num=0]
Epoch 74: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.60it/s, v_num=0]
Epoch 74: 100%|ββββββββββ| 22/22 [00:00<00:00, 186.45it/s, v_num=0]
Epoch 74: 100%|ββββββββββ| 22/22 [00:00<00:00, 182.31it/s, v_num=0]
Epoch 74: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 75: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 75: 5%|β | 1/22 [00:00<00:00, 202.89it/s, v_num=0]
Epoch 75: 5%|β | 1/22 [00:00<00:00, 164.04it/s, v_num=0]
Epoch 75: 9%|β | 2/22 [00:00<00:00, 207.96it/s, v_num=0]
Epoch 75: 9%|β | 2/22 [00:00<00:00, 183.69it/s, v_num=0]
Epoch 75: 14%|ββ | 3/22 [00:00<00:00, 206.45it/s, v_num=0]
Epoch 75: 14%|ββ | 3/22 [00:00<00:00, 192.63it/s, v_num=0]
Epoch 75: 18%|ββ | 4/22 [00:00<00:00, 209.62it/s, v_num=0]
Epoch 75: 18%|ββ | 4/22 [00:00<00:00, 197.69it/s, v_num=0]
Epoch 75: 23%|βββ | 5/22 [00:00<00:00, 205.95it/s, v_num=0]
Epoch 75: 23%|βββ | 5/22 [00:00<00:00, 196.23it/s, v_num=0]
Epoch 75: 27%|βββ | 6/22 [00:00<00:00, 193.11it/s, v_num=0]
Epoch 75: 27%|βββ | 6/22 [00:00<00:00, 181.16it/s, v_num=0]
Epoch 75: 32%|ββββ | 7/22 [00:00<00:00, 183.84it/s, v_num=0]
Epoch 75: 32%|ββββ | 7/22 [00:00<00:00, 173.61it/s, v_num=0]
Epoch 75: 36%|ββββ | 8/22 [00:00<00:00, 174.61it/s, v_num=0]
Epoch 75: 36%|ββββ | 8/22 [00:00<00:00, 165.85it/s, v_num=0]
Epoch 75: 41%|ββββ | 9/22 [00:00<00:00, 160.03it/s, v_num=0]
Epoch 75: 41%|ββββ | 9/22 [00:00<00:00, 153.54it/s, v_num=0]
Epoch 75: 45%|βββββ | 10/22 [00:00<00:00, 156.11it/s, v_num=0]
Epoch 75: 45%|βββββ | 10/22 [00:00<00:00, 154.14it/s, v_num=0]
Epoch 75: 50%|βββββ | 11/22 [00:00<00:00, 157.42it/s, v_num=0]
Epoch 75: 50%|βββββ | 11/22 [00:00<00:00, 153.08it/s, v_num=0]
Epoch 75: 55%|ββββββ | 12/22 [00:00<00:00, 156.29it/s, v_num=0]
Epoch 75: 55%|ββββββ | 12/22 [00:00<00:00, 152.07it/s, v_num=0]
Epoch 75: 59%|ββββββ | 13/22 [00:00<00:00, 155.94it/s, v_num=0]
Epoch 75: 59%|ββββββ | 13/22 [00:00<00:00, 151.74it/s, v_num=0]
Epoch 75: 64%|βββββββ | 14/22 [00:00<00:00, 154.40it/s, v_num=0]
Epoch 75: 64%|βββββββ | 14/22 [00:00<00:00, 152.82it/s, v_num=0]
Epoch 75: 68%|βββββββ | 15/22 [00:00<00:00, 154.92it/s, v_num=0]
Epoch 75: 68%|βββββββ | 15/22 [00:00<00:00, 153.66it/s, v_num=0]
Epoch 75: 73%|ββββββββ | 16/22 [00:00<00:00, 155.68it/s, v_num=0]
Epoch 75: 73%|ββββββββ | 16/22 [00:00<00:00, 154.43it/s, v_num=0]
Epoch 75: 77%|ββββββββ | 17/22 [00:00<00:00, 155.81it/s, v_num=0]
Epoch 75: 77%|ββββββββ | 17/22 [00:00<00:00, 152.83it/s, v_num=0]
Epoch 75: 82%|βββββββββ | 18/22 [00:00<00:00, 154.34it/s, v_num=0]
Epoch 75: 82%|βββββββββ | 18/22 [00:00<00:00, 153.23it/s, v_num=0]
Epoch 75: 86%|βββββββββ | 19/22 [00:00<00:00, 154.87it/s, v_num=0]
Epoch 75: 86%|βββββββββ | 19/22 [00:00<00:00, 152.21it/s, v_num=0]
Epoch 75: 91%|βββββββββ | 20/22 [00:00<00:00, 154.04it/s, v_num=0]
Epoch 75: 91%|βββββββββ | 20/22 [00:00<00:00, 151.85it/s, v_num=0]
Epoch 75: 95%|ββββββββββ| 21/22 [00:00<00:00, 153.24it/s, v_num=0]
Epoch 75: 95%|ββββββββββ| 21/22 [00:00<00:00, 147.58it/s, v_num=0]
Epoch 75: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.42it/s, v_num=0]
Epoch 75: 100%|ββββββββββ| 22/22 [00:00<00:00, 148.52it/s, v_num=0]
Epoch 75: 100%|ββββββββββ| 22/22 [00:00<00:00, 146.55it/s, v_num=0]
Epoch 75: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 76: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 76: 5%|β | 1/22 [00:00<00:00, 123.80it/s, v_num=0]
Epoch 76: 5%|β | 1/22 [00:00<00:00, 95.43it/s, v_num=0]
Epoch 76: 9%|β | 2/22 [00:00<00:00, 130.95it/s, v_num=0]
Epoch 76: 9%|β | 2/22 [00:00<00:00, 121.87it/s, v_num=0]
Epoch 76: 14%|ββ | 3/22 [00:00<00:00, 138.80it/s, v_num=0]
Epoch 76: 14%|ββ | 3/22 [00:00<00:00, 132.85it/s, v_num=0]
Epoch 76: 18%|ββ | 4/22 [00:00<00:00, 144.52it/s, v_num=0]
Epoch 76: 18%|ββ | 4/22 [00:00<00:00, 133.23it/s, v_num=0]
Epoch 76: 23%|βββ | 5/22 [00:00<00:00, 143.19it/s, v_num=0]
Epoch 76: 23%|βββ | 5/22 [00:00<00:00, 139.84it/s, v_num=0]
Epoch 76: 27%|βββ | 6/22 [00:00<00:00, 145.02it/s, v_num=0]
Epoch 76: 27%|βββ | 6/22 [00:00<00:00, 135.75it/s, v_num=0]
Epoch 76: 32%|ββββ | 7/22 [00:00<00:00, 139.23it/s, v_num=0]
Epoch 76: 32%|ββββ | 7/22 [00:00<00:00, 136.69it/s, v_num=0]
Epoch 76: 36%|ββββ | 8/22 [00:00<00:00, 145.38it/s, v_num=0]
Epoch 76: 36%|ββββ | 8/22 [00:00<00:00, 142.75it/s, v_num=0]
Epoch 76: 41%|ββββ | 9/22 [00:00<00:00, 146.84it/s, v_num=0]
Epoch 76: 41%|ββββ | 9/22 [00:00<00:00, 142.00it/s, v_num=0]
Epoch 76: 45%|βββββ | 10/22 [00:00<00:00, 144.43it/s, v_num=0]
Epoch 76: 45%|βββββ | 10/22 [00:00<00:00, 141.68it/s, v_num=0]
Epoch 76: 50%|βββββ | 11/22 [00:00<00:00, 144.00it/s, v_num=0]
Epoch 76: 50%|βββββ | 11/22 [00:00<00:00, 139.51it/s, v_num=0]
Epoch 76: 55%|ββββββ | 12/22 [00:00<00:00, 140.28it/s, v_num=0]
Epoch 76: 55%|ββββββ | 12/22 [00:00<00:00, 136.56it/s, v_num=0]
Epoch 76: 59%|ββββββ | 13/22 [00:00<00:00, 136.19it/s, v_num=0]
Epoch 76: 59%|ββββββ | 13/22 [00:00<00:00, 134.15it/s, v_num=0]
Epoch 76: 64%|βββββββ | 14/22 [00:00<00:00, 133.36it/s, v_num=0]
Epoch 76: 64%|βββββββ | 14/22 [00:00<00:00, 130.42it/s, v_num=0]
Epoch 76: 68%|βββββββ | 15/22 [00:00<00:00, 130.09it/s, v_num=0]
Epoch 76: 68%|βββββββ | 15/22 [00:00<00:00, 128.60it/s, v_num=0]
Epoch 76: 73%|ββββββββ | 16/22 [00:00<00:00, 122.23it/s, v_num=0]
Epoch 76: 73%|ββββββββ | 16/22 [00:00<00:00, 120.87it/s, v_num=0]
Epoch 76: 77%|ββββββββ | 17/22 [00:00<00:00, 124.95it/s, v_num=0]
Epoch 76: 77%|ββββββββ | 17/22 [00:00<00:00, 124.10it/s, v_num=0]
Epoch 76: 82%|βββββββββ | 18/22 [00:00<00:00, 127.96it/s, v_num=0]
Epoch 76: 82%|βββββββββ | 18/22 [00:00<00:00, 126.92it/s, v_num=0]
Epoch 76: 86%|βββββββββ | 19/22 [00:00<00:00, 128.73it/s, v_num=0]
Epoch 76: 86%|βββββββββ | 19/22 [00:00<00:00, 127.87it/s, v_num=0]
Epoch 76: 91%|βββββββββ | 20/22 [00:00<00:00, 130.29it/s, v_num=0]
Epoch 76: 91%|βββββββββ | 20/22 [00:00<00:00, 129.52it/s, v_num=0]
Epoch 76: 95%|ββββββββββ| 21/22 [00:00<00:00, 131.49it/s, v_num=0]
Epoch 76: 95%|ββββββββββ| 21/22 [00:00<00:00, 130.66it/s, v_num=0]
Epoch 76: 100%|ββββββββββ| 22/22 [00:00<00:00, 132.76it/s, v_num=0]
Epoch 76: 100%|ββββββββββ| 22/22 [00:00<00:00, 132.10it/s, v_num=0]
Epoch 76: 100%|ββββββββββ| 22/22 [00:00<00:00, 129.99it/s, v_num=0]
Epoch 76: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 77: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 77: 5%|β | 1/22 [00:00<00:00, 129.76it/s, v_num=0]
Epoch 77: 5%|β | 1/22 [00:00<00:00, 117.52it/s, v_num=0]
Epoch 77: 9%|β | 2/22 [00:00<00:00, 152.30it/s, v_num=0]
Epoch 77: 9%|β | 2/22 [00:00<00:00, 141.87it/s, v_num=0]
Epoch 77: 14%|ββ | 3/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 77: 14%|ββ | 3/22 [00:00<00:00, 152.74it/s, v_num=0]
Epoch 77: 18%|ββ | 4/22 [00:00<00:00, 160.12it/s, v_num=0]
Epoch 77: 18%|ββ | 4/22 [00:00<00:00, 147.04it/s, v_num=0]
Epoch 77: 23%|βββ | 5/22 [00:00<00:00, 149.61it/s, v_num=0]
Epoch 77: 23%|βββ | 5/22 [00:00<00:00, 144.70it/s, v_num=0]
Epoch 77: 27%|βββ | 6/22 [00:00<00:00, 152.61it/s, v_num=0]
Epoch 77: 27%|βββ | 6/22 [00:00<00:00, 149.62it/s, v_num=0]
Epoch 77: 32%|ββββ | 7/22 [00:00<00:00, 146.87it/s, v_num=0]
Epoch 77: 32%|ββββ | 7/22 [00:00<00:00, 139.93it/s, v_num=0]
Epoch 77: 36%|ββββ | 8/22 [00:00<00:00, 147.02it/s, v_num=0]
Epoch 77: 36%|ββββ | 8/22 [00:00<00:00, 141.85it/s, v_num=0]
Epoch 77: 41%|ββββ | 9/22 [00:00<00:00, 147.07it/s, v_num=0]
Epoch 77: 41%|ββββ | 9/22 [00:00<00:00, 145.31it/s, v_num=0]
Epoch 77: 45%|βββββ | 10/22 [00:00<00:00, 147.65it/s, v_num=0]
Epoch 77: 45%|βββββ | 10/22 [00:00<00:00, 145.63it/s, v_num=0]
Epoch 77: 50%|βββββ | 11/22 [00:00<00:00, 149.47it/s, v_num=0]
Epoch 77: 50%|βββββ | 11/22 [00:00<00:00, 145.31it/s, v_num=0]
Epoch 77: 55%|ββββββ | 12/22 [00:00<00:00, 149.18it/s, v_num=0]
Epoch 77: 55%|ββββββ | 12/22 [00:00<00:00, 147.81it/s, v_num=0]
Epoch 77: 59%|ββββββ | 13/22 [00:00<00:00, 150.42it/s, v_num=0]
Epoch 77: 59%|ββββββ | 13/22 [00:00<00:00, 146.60it/s, v_num=0]
Epoch 77: 64%|βββββββ | 14/22 [00:00<00:00, 150.34it/s, v_num=0]
Epoch 77: 64%|βββββββ | 14/22 [00:00<00:00, 149.08it/s, v_num=0]
Epoch 77: 68%|βββββββ | 15/22 [00:00<00:00, 150.88it/s, v_num=0]
Epoch 77: 68%|βββββββ | 15/22 [00:00<00:00, 147.84it/s, v_num=0]
Epoch 77: 73%|ββββββββ | 16/22 [00:00<00:00, 150.05it/s, v_num=0]
Epoch 77: 73%|ββββββββ | 16/22 [00:00<00:00, 148.33it/s, v_num=0]
Epoch 77: 77%|ββββββββ | 17/22 [00:00<00:00, 148.78it/s, v_num=0]
Epoch 77: 77%|ββββββββ | 17/22 [00:00<00:00, 147.61it/s, v_num=0]
Epoch 77: 82%|βββββββββ | 18/22 [00:00<00:00, 149.39it/s, v_num=0]
Epoch 77: 82%|βββββββββ | 18/22 [00:00<00:00, 148.31it/s, v_num=0]
Epoch 77: 86%|βββββββββ | 19/22 [00:00<00:00, 149.81it/s, v_num=0]
Epoch 77: 86%|βββββββββ | 19/22 [00:00<00:00, 147.37it/s, v_num=0]
Epoch 77: 91%|βββββββββ | 20/22 [00:00<00:00, 150.27it/s, v_num=0]
Epoch 77: 91%|βββββββββ | 20/22 [00:00<00:00, 148.12it/s, v_num=0]
Epoch 77: 95%|ββββββββββ| 21/22 [00:00<00:00, 149.20it/s, v_num=0]
Epoch 77: 95%|ββββββββββ| 21/22 [00:00<00:00, 148.09it/s, v_num=0]
Epoch 77: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.62it/s, v_num=0]
Epoch 77: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.45it/s, v_num=0]
Epoch 77: 100%|ββββββββββ| 22/22 [00:00<00:00, 146.46it/s, v_num=0]
Epoch 77: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 78: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 78: 5%|β | 1/22 [00:00<00:00, 154.33it/s, v_num=0]
Epoch 78: 5%|β | 1/22 [00:00<00:00, 115.64it/s, v_num=0]
Epoch 78: 9%|β | 2/22 [00:00<00:00, 151.95it/s, v_num=0]
Epoch 78: 9%|β | 2/22 [00:00<00:00, 141.56it/s, v_num=0]
Epoch 78: 14%|ββ | 3/22 [00:00<00:00, 150.37it/s, v_num=0]
Epoch 78: 14%|ββ | 3/22 [00:00<00:00, 144.41it/s, v_num=0]
Epoch 78: 18%|ββ | 4/22 [00:00<00:00, 153.72it/s, v_num=0]
Epoch 78: 18%|ββ | 4/22 [00:00<00:00, 147.40it/s, v_num=0]
Epoch 78: 23%|βββ | 5/22 [00:00<00:00, 159.10it/s, v_num=0]
Epoch 78: 23%|βββ | 5/22 [00:00<00:00, 154.09it/s, v_num=0]
Epoch 78: 27%|βββ | 6/22 [00:00<00:00, 161.95it/s, v_num=0]
Epoch 78: 27%|βββ | 6/22 [00:00<00:00, 158.54it/s, v_num=0]
Epoch 78: 32%|ββββ | 7/22 [00:00<00:00, 163.34it/s, v_num=0]
Epoch 78: 32%|ββββ | 7/22 [00:00<00:00, 160.34it/s, v_num=0]
Epoch 78: 36%|ββββ | 8/22 [00:00<00:00, 163.57it/s, v_num=0]
Epoch 78: 36%|ββββ | 8/22 [00:00<00:00, 156.78it/s, v_num=0]
Epoch 78: 41%|ββββ | 9/22 [00:00<00:00, 161.40it/s, v_num=0]
Epoch 78: 41%|ββββ | 9/22 [00:00<00:00, 155.48it/s, v_num=0]
Epoch 78: 45%|βββββ | 10/22 [00:00<00:00, 160.01it/s, v_num=0]
Epoch 78: 45%|βββββ | 10/22 [00:00<00:00, 154.65it/s, v_num=0]
Epoch 78: 50%|βββββ | 11/22 [00:00<00:00, 158.66it/s, v_num=0]
Epoch 78: 50%|βββββ | 11/22 [00:00<00:00, 156.59it/s, v_num=0]
Epoch 78: 55%|ββββββ | 12/22 [00:00<00:00, 159.46it/s, v_num=0]
Epoch 78: 55%|ββββββ | 12/22 [00:00<00:00, 157.76it/s, v_num=0]
Epoch 78: 59%|ββββββ | 13/22 [00:00<00:00, 160.10it/s, v_num=0]
Epoch 78: 59%|ββββββ | 13/22 [00:00<00:00, 158.46it/s, v_num=0]
Epoch 78: 64%|βββββββ | 14/22 [00:00<00:00, 162.81it/s, v_num=0]
Epoch 78: 64%|βββββββ | 14/22 [00:00<00:00, 160.97it/s, v_num=0]
Epoch 78: 68%|βββββββ | 15/22 [00:00<00:00, 162.98it/s, v_num=0]
Epoch 78: 68%|βββββββ | 15/22 [00:00<00:00, 161.55it/s, v_num=0]
Epoch 78: 73%|ββββββββ | 16/22 [00:00<00:00, 162.52it/s, v_num=0]
Epoch 78: 73%|ββββββββ | 16/22 [00:00<00:00, 160.85it/s, v_num=0]
Epoch 78: 77%|ββββββββ | 17/22 [00:00<00:00, 161.74it/s, v_num=0]
Epoch 78: 77%|ββββββββ | 17/22 [00:00<00:00, 159.68it/s, v_num=0]
Epoch 78: 82%|βββββββββ | 18/22 [00:00<00:00, 162.89it/s, v_num=0]
Epoch 78: 82%|βββββββββ | 18/22 [00:00<00:00, 161.08it/s, v_num=0]
Epoch 78: 86%|βββββββββ | 19/22 [00:00<00:00, 161.40it/s, v_num=0]
Epoch 78: 86%|βββββββββ | 19/22 [00:00<00:00, 159.76it/s, v_num=0]
Epoch 78: 91%|βββββββββ | 20/22 [00:00<00:00, 160.85it/s, v_num=0]
Epoch 78: 91%|βββββββββ | 20/22 [00:00<00:00, 159.59it/s, v_num=0]
Epoch 78: 95%|ββββββββββ| 21/22 [00:00<00:00, 161.72it/s, v_num=0]
Epoch 78: 95%|ββββββββββ| 21/22 [00:00<00:00, 160.69it/s, v_num=0]
Epoch 78: 100%|ββββββββββ| 22/22 [00:00<00:00, 161.31it/s, v_num=0]
Epoch 78: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.29it/s, v_num=0]
Epoch 78: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.59it/s, v_num=0]
Epoch 78: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 79: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 79: 5%|β | 1/22 [00:00<00:00, 143.51it/s, v_num=0]
Epoch 79: 5%|β | 1/22 [00:00<00:00, 112.99it/s, v_num=0]
Epoch 79: 9%|β | 2/22 [00:00<00:00, 149.51it/s, v_num=0]
Epoch 79: 9%|β | 2/22 [00:00<00:00, 134.26it/s, v_num=0]
Epoch 79: 14%|ββ | 3/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 79: 14%|ββ | 3/22 [00:00<00:00, 147.70it/s, v_num=0]
Epoch 79: 18%|ββ | 4/22 [00:00<00:00, 163.95it/s, v_num=0]
Epoch 79: 18%|ββ | 4/22 [00:00<00:00, 156.17it/s, v_num=0]
Epoch 79: 23%|βββ | 5/22 [00:00<00:00, 169.55it/s, v_num=0]
Epoch 79: 23%|βββ | 5/22 [00:00<00:00, 160.20it/s, v_num=0]
Epoch 79: 27%|βββ | 6/22 [00:00<00:00, 171.26it/s, v_num=0]
Epoch 79: 27%|βββ | 6/22 [00:00<00:00, 165.44it/s, v_num=0]
Epoch 79: 32%|ββββ | 7/22 [00:00<00:00, 174.76it/s, v_num=0]
Epoch 79: 32%|ββββ | 7/22 [00:00<00:00, 168.71it/s, v_num=0]
Epoch 79: 36%|ββββ | 8/22 [00:00<00:00, 176.77it/s, v_num=0]
Epoch 79: 36%|ββββ | 8/22 [00:00<00:00, 171.67it/s, v_num=0]
Epoch 79: 41%|ββββ | 9/22 [00:00<00:00, 177.36it/s, v_num=0]
Epoch 79: 41%|ββββ | 9/22 [00:00<00:00, 169.57it/s, v_num=0]
Epoch 79: 45%|βββββ | 10/22 [00:00<00:00, 175.05it/s, v_num=0]
Epoch 79: 45%|βββββ | 10/22 [00:00<00:00, 171.36it/s, v_num=0]
Epoch 79: 50%|βββββ | 11/22 [00:00<00:00, 176.73it/s, v_num=0]
Epoch 79: 50%|βββββ | 11/22 [00:00<00:00, 171.08it/s, v_num=0]
Epoch 79: 55%|ββββββ | 12/22 [00:00<00:00, 176.02it/s, v_num=0]
Epoch 79: 55%|ββββββ | 12/22 [00:00<00:00, 173.09it/s, v_num=0]
Epoch 79: 59%|ββββββ | 13/22 [00:00<00:00, 175.17it/s, v_num=0]
Epoch 79: 59%|ββββββ | 13/22 [00:00<00:00, 172.44it/s, v_num=0]
Epoch 79: 64%|βββββββ | 14/22 [00:00<00:00, 177.16it/s, v_num=0]
Epoch 79: 64%|βββββββ | 14/22 [00:00<00:00, 174.72it/s, v_num=0]
Epoch 79: 68%|βββββββ | 15/22 [00:00<00:00, 178.61it/s, v_num=0]
Epoch 79: 68%|βββββββ | 15/22 [00:00<00:00, 176.33it/s, v_num=0]
Epoch 79: 73%|ββββββββ | 16/22 [00:00<00:00, 180.70it/s, v_num=0]
Epoch 79: 73%|ββββββββ | 16/22 [00:00<00:00, 178.34it/s, v_num=0]
Epoch 79: 77%|ββββββββ | 17/22 [00:00<00:00, 174.09it/s, v_num=0]
Epoch 79: 77%|ββββββββ | 17/22 [00:00<00:00, 171.28it/s, v_num=0]
Epoch 79: 82%|βββββββββ | 18/22 [00:00<00:00, 173.20it/s, v_num=0]
Epoch 79: 82%|βββββββββ | 18/22 [00:00<00:00, 171.84it/s, v_num=0]
Epoch 79: 86%|βββββββββ | 19/22 [00:00<00:00, 174.05it/s, v_num=0]
Epoch 79: 86%|βββββββββ | 19/22 [00:00<00:00, 172.44it/s, v_num=0]
Epoch 79: 91%|βββββββββ | 20/22 [00:00<00:00, 174.48it/s, v_num=0]
Epoch 79: 91%|βββββββββ | 20/22 [00:00<00:00, 172.93it/s, v_num=0]
Epoch 79: 95%|ββββββββββ| 21/22 [00:00<00:00, 175.57it/s, v_num=0]
Epoch 79: 95%|ββββββββββ| 21/22 [00:00<00:00, 174.41it/s, v_num=0]
Epoch 79: 100%|ββββββββββ| 22/22 [00:00<00:00, 176.33it/s, v_num=0]
Epoch 79: 100%|ββββββββββ| 22/22 [00:00<00:00, 175.14it/s, v_num=0]
Epoch 79: 100%|ββββββββββ| 22/22 [00:00<00:00, 173.65it/s, v_num=0]
Epoch 79: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 80: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 80: 5%|β | 1/22 [00:00<00:00, 200.61it/s, v_num=0]
Epoch 80: 5%|β | 1/22 [00:00<00:00, 163.58it/s, v_num=0]
Epoch 80: 9%|β | 2/22 [00:00<00:00, 195.63it/s, v_num=0]
Epoch 80: 9%|β | 2/22 [00:00<00:00, 176.81it/s, v_num=0]
Epoch 80: 14%|ββ | 3/22 [00:00<00:00, 193.72it/s, v_num=0]
Epoch 80: 14%|ββ | 3/22 [00:00<00:00, 181.20it/s, v_num=0]
Epoch 80: 18%|ββ | 4/22 [00:00<00:00, 167.26it/s, v_num=0]
Epoch 80: 18%|ββ | 4/22 [00:00<00:00, 160.35it/s, v_num=0]
Epoch 80: 23%|βββ | 5/22 [00:00<00:00, 165.82it/s, v_num=0]
Epoch 80: 23%|βββ | 5/22 [00:00<00:00, 158.44it/s, v_num=0]
Epoch 80: 27%|βββ | 6/22 [00:00<00:00, 169.03it/s, v_num=0]
Epoch 80: 27%|βββ | 6/22 [00:00<00:00, 163.08it/s, v_num=0]
Epoch 80: 32%|ββββ | 7/22 [00:00<00:00, 172.66it/s, v_num=0]
Epoch 80: 32%|ββββ | 7/22 [00:00<00:00, 166.65it/s, v_num=0]
Epoch 80: 36%|ββββ | 8/22 [00:00<00:00, 174.70it/s, v_num=0]
Epoch 80: 36%|ββββ | 8/22 [00:00<00:00, 170.16it/s, v_num=0]
Epoch 80: 41%|ββββ | 9/22 [00:00<00:00, 175.97it/s, v_num=0]
Epoch 80: 41%|ββββ | 9/22 [00:00<00:00, 171.62it/s, v_num=0]
Epoch 80: 45%|βββββ | 10/22 [00:00<00:00, 177.60it/s, v_num=0]
Epoch 80: 45%|βββββ | 10/22 [00:00<00:00, 173.89it/s, v_num=0]
Epoch 80: 50%|βββββ | 11/22 [00:00<00:00, 175.44it/s, v_num=0]
Epoch 80: 50%|βββββ | 11/22 [00:00<00:00, 173.10it/s, v_num=0]
Epoch 80: 55%|ββββββ | 12/22 [00:00<00:00, 172.76it/s, v_num=0]
Epoch 80: 55%|ββββββ | 12/22 [00:00<00:00, 167.04it/s, v_num=0]
Epoch 80: 59%|ββββββ | 13/22 [00:00<00:00, 169.26it/s, v_num=0]
Epoch 80: 59%|ββββββ | 13/22 [00:00<00:00, 167.41it/s, v_num=0]
Epoch 80: 64%|βββββββ | 14/22 [00:00<00:00, 170.42it/s, v_num=0]
Epoch 80: 64%|βββββββ | 14/22 [00:00<00:00, 167.45it/s, v_num=0]
Epoch 80: 68%|βββββββ | 15/22 [00:00<00:00, 171.05it/s, v_num=0]
Epoch 80: 68%|βββββββ | 15/22 [00:00<00:00, 168.54it/s, v_num=0]
Epoch 80: 73%|ββββββββ | 16/22 [00:00<00:00, 172.02it/s, v_num=0]
Epoch 80: 73%|ββββββββ | 16/22 [00:00<00:00, 169.74it/s, v_num=0]
Epoch 80: 77%|ββββββββ | 17/22 [00:00<00:00, 173.52it/s, v_num=0]
Epoch 80: 77%|ββββββββ | 17/22 [00:00<00:00, 171.29it/s, v_num=0]
Epoch 80: 82%|βββββββββ | 18/22 [00:00<00:00, 174.74it/s, v_num=0]
Epoch 80: 82%|βββββββββ | 18/22 [00:00<00:00, 172.80it/s, v_num=0]
Epoch 80: 86%|βββββββββ | 19/22 [00:00<00:00, 176.05it/s, v_num=0]
Epoch 80: 86%|βββββββββ | 19/22 [00:00<00:00, 174.12it/s, v_num=0]
Epoch 80: 91%|βββββββββ | 20/22 [00:00<00:00, 177.12it/s, v_num=0]
Epoch 80: 91%|βββββββββ | 20/22 [00:00<00:00, 175.38it/s, v_num=0]
Epoch 80: 95%|ββββββββββ| 21/22 [00:00<00:00, 178.68it/s, v_num=0]
Epoch 80: 95%|ββββββββββ| 21/22 [00:00<00:00, 177.05it/s, v_num=0]
Epoch 80: 100%|ββββββββββ| 22/22 [00:00<00:00, 176.44it/s, v_num=0]
Epoch 80: 100%|ββββββββββ| 22/22 [00:00<00:00, 174.75it/s, v_num=0]
Epoch 80: 100%|ββββββββββ| 22/22 [00:00<00:00, 173.21it/s, v_num=0]
Epoch 80: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 81: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 81: 5%|β | 1/22 [00:00<00:00, 162.12it/s, v_num=0]
Epoch 81: 5%|β | 1/22 [00:00<00:00, 133.81it/s, v_num=0]
Epoch 81: 9%|β | 2/22 [00:00<00:00, 161.83it/s, v_num=0]
Epoch 81: 9%|β | 2/22 [00:00<00:00, 146.82it/s, v_num=0]
Epoch 81: 14%|ββ | 3/22 [00:00<00:00, 165.08it/s, v_num=0]
Epoch 81: 14%|ββ | 3/22 [00:00<00:00, 155.27it/s, v_num=0]
Epoch 81: 18%|ββ | 4/22 [00:00<00:00, 160.52it/s, v_num=0]
Epoch 81: 18%|ββ | 4/22 [00:00<00:00, 153.43it/s, v_num=0]
Epoch 81: 23%|βββ | 5/22 [00:00<00:00, 166.66it/s, v_num=0]
Epoch 81: 23%|βββ | 5/22 [00:00<00:00, 160.50it/s, v_num=0]
Epoch 81: 27%|βββ | 6/22 [00:00<00:00, 169.28it/s, v_num=0]
Epoch 81: 27%|βββ | 6/22 [00:00<00:00, 163.77it/s, v_num=0]
Epoch 81: 32%|ββββ | 7/22 [00:00<00:00, 171.98it/s, v_num=0]
Epoch 81: 32%|ββββ | 7/22 [00:00<00:00, 166.59it/s, v_num=0]
Epoch 81: 36%|ββββ | 8/22 [00:00<00:00, 174.98it/s, v_num=0]
Epoch 81: 36%|ββββ | 8/22 [00:00<00:00, 170.67it/s, v_num=0]
Epoch 81: 41%|ββββ | 9/22 [00:00<00:00, 172.99it/s, v_num=0]
Epoch 81: 41%|ββββ | 9/22 [00:00<00:00, 168.98it/s, v_num=0]
Epoch 81: 45%|βββββ | 10/22 [00:00<00:00, 170.94it/s, v_num=0]
Epoch 81: 45%|βββββ | 10/22 [00:00<00:00, 167.56it/s, v_num=0]
Epoch 81: 50%|βββββ | 11/22 [00:00<00:00, 173.17it/s, v_num=0]
Epoch 81: 50%|βββββ | 11/22 [00:00<00:00, 169.76it/s, v_num=0]
Epoch 81: 55%|ββββββ | 12/22 [00:00<00:00, 175.59it/s, v_num=0]
Epoch 81: 55%|ββββββ | 12/22 [00:00<00:00, 167.90it/s, v_num=0]
Epoch 81: 59%|ββββββ | 13/22 [00:00<00:00, 172.68it/s, v_num=0]
Epoch 81: 59%|ββββββ | 13/22 [00:00<00:00, 167.22it/s, v_num=0]
Epoch 81: 64%|βββββββ | 14/22 [00:00<00:00, 168.24it/s, v_num=0]
Epoch 81: 64%|βββββββ | 14/22 [00:00<00:00, 166.14it/s, v_num=0]
Epoch 81: 68%|βββββββ | 15/22 [00:00<00:00, 165.57it/s, v_num=0]
Epoch 81: 68%|βββββββ | 15/22 [00:00<00:00, 163.81it/s, v_num=0]
Epoch 81: 73%|ββββββββ | 16/22 [00:00<00:00, 162.76it/s, v_num=0]
Epoch 81: 73%|ββββββββ | 16/22 [00:00<00:00, 159.65it/s, v_num=0]
Epoch 81: 77%|ββββββββ | 17/22 [00:00<00:00, 160.99it/s, v_num=0]
Epoch 81: 77%|ββββββββ | 17/22 [00:00<00:00, 157.59it/s, v_num=0]
Epoch 81: 82%|βββββββββ | 18/22 [00:00<00:00, 158.61it/s, v_num=0]
Epoch 81: 82%|βββββββββ | 18/22 [00:00<00:00, 157.38it/s, v_num=0]
Epoch 81: 86%|βββββββββ | 19/22 [00:00<00:00, 156.67it/s, v_num=0]
Epoch 81: 86%|βββββββββ | 19/22 [00:00<00:00, 154.35it/s, v_num=0]
Epoch 81: 91%|βββββββββ | 20/22 [00:00<00:00, 157.67it/s, v_num=0]
Epoch 81: 91%|βββββββββ | 20/22 [00:00<00:00, 156.09it/s, v_num=0]
Epoch 81: 95%|ββββββββββ| 21/22 [00:00<00:00, 159.16it/s, v_num=0]
Epoch 81: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.49it/s, v_num=0]
Epoch 81: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.34it/s, v_num=0]
Epoch 81: 100%|ββββββββββ| 22/22 [00:00<00:00, 158.84it/s, v_num=0]
Epoch 81: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.51it/s, v_num=0]
Epoch 81: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 82: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 82: 5%|β | 1/22 [00:00<00:00, 150.03it/s, v_num=0]
Epoch 82: 5%|β | 1/22 [00:00<00:00, 118.05it/s, v_num=0]
Epoch 82: 9%|β | 2/22 [00:00<00:00, 163.02it/s, v_num=0]
Epoch 82: 9%|β | 2/22 [00:00<00:00, 149.04it/s, v_num=0]
Epoch 82: 14%|ββ | 3/22 [00:00<00:00, 173.37it/s, v_num=0]
Epoch 82: 14%|ββ | 3/22 [00:00<00:00, 162.85it/s, v_num=0]
Epoch 82: 18%|ββ | 4/22 [00:00<00:00, 177.64it/s, v_num=0]
Epoch 82: 18%|ββ | 4/22 [00:00<00:00, 169.16it/s, v_num=0]
Epoch 82: 23%|βββ | 5/22 [00:00<00:00, 182.75it/s, v_num=0]
Epoch 82: 23%|βββ | 5/22 [00:00<00:00, 175.35it/s, v_num=0]
Epoch 82: 27%|βββ | 6/22 [00:00<00:00, 185.33it/s, v_num=0]
Epoch 82: 27%|βββ | 6/22 [00:00<00:00, 179.03it/s, v_num=0]
Epoch 82: 32%|ββββ | 7/22 [00:00<00:00, 182.61it/s, v_num=0]
Epoch 82: 32%|ββββ | 7/22 [00:00<00:00, 176.43it/s, v_num=0]
Epoch 82: 36%|ββββ | 8/22 [00:00<00:00, 185.83it/s, v_num=0]
Epoch 82: 36%|ββββ | 8/22 [00:00<00:00, 181.13it/s, v_num=0]
Epoch 82: 41%|ββββ | 9/22 [00:00<00:00, 187.64it/s, v_num=0]
Epoch 82: 41%|ββββ | 9/22 [00:00<00:00, 183.22it/s, v_num=0]
Epoch 82: 45%|βββββ | 10/22 [00:00<00:00, 182.63it/s, v_num=0]
Epoch 82: 45%|βββββ | 10/22 [00:00<00:00, 173.28it/s, v_num=0]
Epoch 82: 50%|βββββ | 11/22 [00:00<00:00, 175.86it/s, v_num=0]
Epoch 82: 50%|βββββ | 11/22 [00:00<00:00, 173.61it/s, v_num=0]
Epoch 82: 55%|ββββββ | 12/22 [00:00<00:00, 177.43it/s, v_num=0]
Epoch 82: 55%|ββββββ | 12/22 [00:00<00:00, 175.30it/s, v_num=0]
Epoch 82: 59%|ββββββ | 13/22 [00:00<00:00, 176.97it/s, v_num=0]
Epoch 82: 59%|ββββββ | 13/22 [00:00<00:00, 175.07it/s, v_num=0]
Epoch 82: 64%|βββββββ | 14/22 [00:00<00:00, 177.26it/s, v_num=0]
Epoch 82: 64%|βββββββ | 14/22 [00:00<00:00, 175.17it/s, v_num=0]
Epoch 82: 68%|βββββββ | 15/22 [00:00<00:00, 176.48it/s, v_num=0]
Epoch 82: 68%|βββββββ | 15/22 [00:00<00:00, 174.40it/s, v_num=0]
Epoch 82: 73%|ββββββββ | 16/22 [00:00<00:00, 175.18it/s, v_num=0]
Epoch 82: 73%|ββββββββ | 16/22 [00:00<00:00, 171.30it/s, v_num=0]
Epoch 82: 77%|ββββββββ | 17/22 [00:00<00:00, 172.20it/s, v_num=0]
Epoch 82: 77%|ββββββββ | 17/22 [00:00<00:00, 170.84it/s, v_num=0]
Epoch 82: 82%|βββββββββ | 18/22 [00:00<00:00, 171.85it/s, v_num=0]
Epoch 82: 82%|βββββββββ | 18/22 [00:00<00:00, 169.01it/s, v_num=0]
Epoch 82: 86%|βββββββββ | 19/22 [00:00<00:00, 170.62it/s, v_num=0]
Epoch 82: 86%|βββββββββ | 19/22 [00:00<00:00, 169.18it/s, v_num=0]
Epoch 82: 91%|βββββββββ | 20/22 [00:00<00:00, 170.81it/s, v_num=0]
Epoch 82: 91%|βββββββββ | 20/22 [00:00<00:00, 169.25it/s, v_num=0]
Epoch 82: 95%|ββββββββββ| 21/22 [00:00<00:00, 170.83it/s, v_num=0]
Epoch 82: 95%|ββββββββββ| 21/22 [00:00<00:00, 168.31it/s, v_num=0]
Epoch 82: 100%|ββββββββββ| 22/22 [00:00<00:00, 169.29it/s, v_num=0]
Epoch 82: 100%|ββββββββββ| 22/22 [00:00<00:00, 167.88it/s, v_num=0]
Epoch 82: 100%|ββββββββββ| 22/22 [00:00<00:00, 164.41it/s, v_num=0]
Epoch 82: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 83: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 83: 5%|β | 1/22 [00:00<00:00, 166.53it/s, v_num=0]
Epoch 83: 5%|β | 1/22 [00:00<00:00, 145.75it/s, v_num=0]
Epoch 83: 9%|β | 2/22 [00:00<00:00, 161.96it/s, v_num=0]
Epoch 83: 9%|β | 2/22 [00:00<00:00, 139.71it/s, v_num=0]
Epoch 83: 14%|ββ | 3/22 [00:00<00:00, 154.62it/s, v_num=0]
Epoch 83: 14%|ββ | 3/22 [00:00<00:00, 148.44it/s, v_num=0]
Epoch 83: 18%|ββ | 4/22 [00:00<00:00, 142.75it/s, v_num=0]
Epoch 83: 18%|ββ | 4/22 [00:00<00:00, 137.71it/s, v_num=0]
Epoch 83: 23%|βββ | 5/22 [00:00<00:00, 148.16it/s, v_num=0]
Epoch 83: 23%|βββ | 5/22 [00:00<00:00, 143.59it/s, v_num=0]
Epoch 83: 27%|βββ | 6/22 [00:00<00:00, 151.05it/s, v_num=0]
Epoch 83: 27%|βββ | 6/22 [00:00<00:00, 147.42it/s, v_num=0]
Epoch 83: 32%|ββββ | 7/22 [00:00<00:00, 155.09it/s, v_num=0]
Epoch 83: 32%|ββββ | 7/22 [00:00<00:00, 149.67it/s, v_num=0]
Epoch 83: 36%|ββββ | 8/22 [00:00<00:00, 154.73it/s, v_num=0]
Epoch 83: 36%|ββββ | 8/22 [00:00<00:00, 151.95it/s, v_num=0]
Epoch 83: 41%|ββββ | 9/22 [00:00<00:00, 156.89it/s, v_num=0]
Epoch 83: 41%|ββββ | 9/22 [00:00<00:00, 153.81it/s, v_num=0]
Epoch 83: 45%|βββββ | 10/22 [00:00<00:00, 158.11it/s, v_num=0]
Epoch 83: 45%|βββββ | 10/22 [00:00<00:00, 156.18it/s, v_num=0]
Epoch 83: 50%|βββββ | 11/22 [00:00<00:00, 159.39it/s, v_num=0]
Epoch 83: 50%|βββββ | 11/22 [00:00<00:00, 157.44it/s, v_num=0]
Epoch 83: 55%|ββββββ | 12/22 [00:00<00:00, 160.56it/s, v_num=0]
Epoch 83: 55%|ββββββ | 12/22 [00:00<00:00, 158.46it/s, v_num=0]
Epoch 83: 59%|ββββββ | 13/22 [00:00<00:00, 162.76it/s, v_num=0]
Epoch 83: 59%|ββββββ | 13/22 [00:00<00:00, 160.87it/s, v_num=0]
Epoch 83: 64%|βββββββ | 14/22 [00:00<00:00, 164.70it/s, v_num=0]
Epoch 83: 64%|βββββββ | 14/22 [00:00<00:00, 162.91it/s, v_num=0]
Epoch 83: 68%|βββββββ | 15/22 [00:00<00:00, 166.10it/s, v_num=0]
Epoch 83: 68%|βββββββ | 15/22 [00:00<00:00, 164.45it/s, v_num=0]
Epoch 83: 73%|ββββββββ | 16/22 [00:00<00:00, 167.78it/s, v_num=0]
Epoch 83: 73%|ββββββββ | 16/22 [00:00<00:00, 166.34it/s, v_num=0]
Epoch 83: 77%|ββββββββ | 17/22 [00:00<00:00, 169.69it/s, v_num=0]
Epoch 83: 77%|ββββββββ | 17/22 [00:00<00:00, 168.30it/s, v_num=0]
Epoch 83: 82%|βββββββββ | 18/22 [00:00<00:00, 166.12it/s, v_num=0]
Epoch 83: 82%|βββββββββ | 18/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 83: 86%|βββββββββ | 19/22 [00:00<00:00, 165.55it/s, v_num=0]
Epoch 83: 86%|βββββββββ | 19/22 [00:00<00:00, 164.32it/s, v_num=0]
Epoch 83: 91%|βββββββββ | 20/22 [00:00<00:00, 165.83it/s, v_num=0]
Epoch 83: 91%|βββββββββ | 20/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 83: 95%|ββββββββββ| 21/22 [00:00<00:00, 165.52it/s, v_num=0]
Epoch 83: 95%|ββββββββββ| 21/22 [00:00<00:00, 164.33it/s, v_num=0]
Epoch 83: 100%|ββββββββββ| 22/22 [00:00<00:00, 165.77it/s, v_num=0]
Epoch 83: 100%|ββββββββββ| 22/22 [00:00<00:00, 164.41it/s, v_num=0]
Epoch 83: 100%|ββββββββββ| 22/22 [00:00<00:00, 161.10it/s, v_num=0]
Epoch 83: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 84: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 84: 5%|β | 1/22 [00:00<00:00, 159.81it/s, v_num=0]
Epoch 84: 5%|β | 1/22 [00:00<00:00, 122.60it/s, v_num=0]
Epoch 84: 9%|β | 2/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 84: 9%|β | 2/22 [00:00<00:00, 144.20it/s, v_num=0]
Epoch 84: 14%|ββ | 3/22 [00:00<00:00, 156.41it/s, v_num=0]
Epoch 84: 14%|ββ | 3/22 [00:00<00:00, 146.42it/s, v_num=0]
Epoch 84: 18%|ββ | 4/22 [00:00<00:00, 163.48it/s, v_num=0]
Epoch 84: 18%|ββ | 4/22 [00:00<00:00, 155.41it/s, v_num=0]
Epoch 84: 23%|βββ | 5/22 [00:00<00:00, 166.91it/s, v_num=0]
Epoch 84: 23%|βββ | 5/22 [00:00<00:00, 159.80it/s, v_num=0]
Epoch 84: 27%|βββ | 6/22 [00:00<00:00, 170.43it/s, v_num=0]
Epoch 84: 27%|βββ | 6/22 [00:00<00:00, 164.27it/s, v_num=0]
Epoch 84: 32%|ββββ | 7/22 [00:00<00:00, 173.82it/s, v_num=0]
Epoch 84: 32%|ββββ | 7/22 [00:00<00:00, 169.01it/s, v_num=0]
Epoch 84: 36%|ββββ | 8/22 [00:00<00:00, 175.27it/s, v_num=0]
Epoch 84: 36%|ββββ | 8/22 [00:00<00:00, 171.05it/s, v_num=0]
Epoch 84: 41%|ββββ | 9/22 [00:00<00:00, 178.13it/s, v_num=0]
Epoch 84: 41%|ββββ | 9/22 [00:00<00:00, 174.04it/s, v_num=0]
Epoch 84: 45%|βββββ | 10/22 [00:00<00:00, 179.41it/s, v_num=0]
Epoch 84: 45%|βββββ | 10/22 [00:00<00:00, 175.76it/s, v_num=0]
Epoch 84: 50%|βββββ | 11/22 [00:00<00:00, 180.95it/s, v_num=0]
Epoch 84: 50%|βββββ | 11/22 [00:00<00:00, 177.58it/s, v_num=0]
Epoch 84: 55%|ββββββ | 12/22 [00:00<00:00, 182.63it/s, v_num=0]
Epoch 84: 55%|ββββββ | 12/22 [00:00<00:00, 179.63it/s, v_num=0]
Epoch 84: 59%|ββββββ | 13/22 [00:00<00:00, 184.60it/s, v_num=0]
Epoch 84: 59%|ββββββ | 13/22 [00:00<00:00, 181.52it/s, v_num=0]
Epoch 84: 64%|βββββββ | 14/22 [00:00<00:00, 185.70it/s, v_num=0]
Epoch 84: 64%|βββββββ | 14/22 [00:00<00:00, 182.12it/s, v_num=0]
Epoch 84: 68%|βββββββ | 15/22 [00:00<00:00, 186.00it/s, v_num=0]
Epoch 84: 68%|βββββββ | 15/22 [00:00<00:00, 183.51it/s, v_num=0]
Epoch 84: 73%|ββββββββ | 16/22 [00:00<00:00, 187.37it/s, v_num=0]
Epoch 84: 73%|ββββββββ | 16/22 [00:00<00:00, 184.81it/s, v_num=0]
Epoch 84: 77%|ββββββββ | 17/22 [00:00<00:00, 188.68it/s, v_num=0]
Epoch 84: 77%|ββββββββ | 17/22 [00:00<00:00, 186.34it/s, v_num=0]
Epoch 84: 82%|βββββββββ | 18/22 [00:00<00:00, 188.28it/s, v_num=0]
Epoch 84: 82%|βββββββββ | 18/22 [00:00<00:00, 185.74it/s, v_num=0]
Epoch 84: 86%|βββββββββ | 19/22 [00:00<00:00, 188.73it/s, v_num=0]
Epoch 84: 86%|βββββββββ | 19/22 [00:00<00:00, 186.51it/s, v_num=0]
Epoch 84: 91%|βββββββββ | 20/22 [00:00<00:00, 189.10it/s, v_num=0]
Epoch 84: 91%|βββββββββ | 20/22 [00:00<00:00, 187.17it/s, v_num=0]
Epoch 84: 95%|ββββββββββ| 21/22 [00:00<00:00, 189.95it/s, v_num=0]
Epoch 84: 95%|ββββββββββ| 21/22 [00:00<00:00, 188.05it/s, v_num=0]
Epoch 84: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.03it/s, v_num=0]
Epoch 84: 100%|ββββββββββ| 22/22 [00:00<00:00, 189.22it/s, v_num=0]
Epoch 84: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.38it/s, v_num=0]
Epoch 84: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 85: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 85: 5%|β | 1/22 [00:00<00:00, 214.09it/s, v_num=0]
Epoch 85: 5%|β | 1/22 [00:00<00:00, 174.80it/s, v_num=0]
Epoch 85: 9%|β | 2/22 [00:00<00:00, 215.97it/s, v_num=0]
Epoch 85: 9%|β | 2/22 [00:00<00:00, 191.15it/s, v_num=0]
Epoch 85: 14%|ββ | 3/22 [00:00<00:00, 208.27it/s, v_num=0]
Epoch 85: 14%|ββ | 3/22 [00:00<00:00, 194.01it/s, v_num=0]
Epoch 85: 18%|ββ | 4/22 [00:00<00:00, 205.93it/s, v_num=0]
Epoch 85: 18%|ββ | 4/22 [00:00<00:00, 194.01it/s, v_num=0]
Epoch 85: 23%|βββ | 5/22 [00:00<00:00, 204.20it/s, v_num=0]
Epoch 85: 23%|βββ | 5/22 [00:00<00:00, 195.65it/s, v_num=0]
Epoch 85: 27%|βββ | 6/22 [00:00<00:00, 205.72it/s, v_num=0]
Epoch 85: 27%|βββ | 6/22 [00:00<00:00, 197.86it/s, v_num=0]
Epoch 85: 32%|ββββ | 7/22 [00:00<00:00, 203.26it/s, v_num=0]
Epoch 85: 32%|ββββ | 7/22 [00:00<00:00, 196.58it/s, v_num=0]
Epoch 85: 36%|ββββ | 8/22 [00:00<00:00, 203.58it/s, v_num=0]
Epoch 85: 36%|ββββ | 8/22 [00:00<00:00, 198.16it/s, v_num=0]
Epoch 85: 41%|ββββ | 9/22 [00:00<00:00, 204.06it/s, v_num=0]
Epoch 85: 41%|ββββ | 9/22 [00:00<00:00, 197.82it/s, v_num=0]
Epoch 85: 45%|βββββ | 10/22 [00:00<00:00, 201.30it/s, v_num=0]
Epoch 85: 45%|βββββ | 10/22 [00:00<00:00, 196.68it/s, v_num=0]
Epoch 85: 50%|βββββ | 11/22 [00:00<00:00, 200.37it/s, v_num=0]
Epoch 85: 50%|βββββ | 11/22 [00:00<00:00, 196.33it/s, v_num=0]
Epoch 85: 55%|ββββββ | 12/22 [00:00<00:00, 200.00it/s, v_num=0]
Epoch 85: 55%|ββββββ | 12/22 [00:00<00:00, 196.09it/s, v_num=0]
Epoch 85: 59%|ββββββ | 13/22 [00:00<00:00, 199.80it/s, v_num=0]
Epoch 85: 59%|ββββββ | 13/22 [00:00<00:00, 195.44it/s, v_num=0]
Epoch 85: 64%|βββββββ | 14/22 [00:00<00:00, 199.94it/s, v_num=0]
Epoch 85: 64%|βββββββ | 14/22 [00:00<00:00, 196.57it/s, v_num=0]
Epoch 85: 68%|βββββββ | 15/22 [00:00<00:00, 199.65it/s, v_num=0]
Epoch 85: 68%|βββββββ | 15/22 [00:00<00:00, 196.76it/s, v_num=0]
Epoch 85: 73%|ββββββββ | 16/22 [00:00<00:00, 200.54it/s, v_num=0]
Epoch 85: 73%|ββββββββ | 16/22 [00:00<00:00, 197.68it/s, v_num=0]
Epoch 85: 77%|ββββββββ | 17/22 [00:00<00:00, 195.38it/s, v_num=0]
Epoch 85: 77%|ββββββββ | 17/22 [00:00<00:00, 191.12it/s, v_num=0]
Epoch 85: 82%|βββββββββ | 18/22 [00:00<00:00, 191.75it/s, v_num=0]
Epoch 85: 82%|βββββββββ | 18/22 [00:00<00:00, 188.30it/s, v_num=0]
Epoch 85: 86%|βββββββββ | 19/22 [00:00<00:00, 188.72it/s, v_num=0]
Epoch 85: 86%|βββββββββ | 19/22 [00:00<00:00, 187.27it/s, v_num=0]
Epoch 85: 91%|βββββββββ | 20/22 [00:00<00:00, 188.06it/s, v_num=0]
Epoch 85: 91%|βββββββββ | 20/22 [00:00<00:00, 186.69it/s, v_num=0]
Epoch 85: 95%|ββββββββββ| 21/22 [00:00<00:00, 187.83it/s, v_num=0]
Epoch 85: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.38it/s, v_num=0]
Epoch 85: 100%|ββββββββββ| 22/22 [00:00<00:00, 186.91it/s, v_num=0]
Epoch 85: 100%|ββββββββββ| 22/22 [00:00<00:00, 185.57it/s, v_num=0]
Epoch 85: 100%|ββββββββββ| 22/22 [00:00<00:00, 181.96it/s, v_num=0]
Epoch 85: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 86: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 86: 5%|β | 1/22 [00:00<00:00, 170.35it/s, v_num=0]
Epoch 86: 5%|β | 1/22 [00:00<00:00, 149.97it/s, v_num=0]
Epoch 86: 9%|β | 2/22 [00:00<00:00, 185.47it/s, v_num=0]
Epoch 86: 9%|β | 2/22 [00:00<00:00, 158.02it/s, v_num=0]
Epoch 86: 14%|ββ | 3/22 [00:00<00:00, 161.93it/s, v_num=0]
Epoch 86: 14%|ββ | 3/22 [00:00<00:00, 147.33it/s, v_num=0]
Epoch 86: 18%|ββ | 4/22 [00:00<00:00, 162.29it/s, v_num=0]
Epoch 86: 18%|ββ | 4/22 [00:00<00:00, 150.84it/s, v_num=0]
Epoch 86: 23%|βββ | 5/22 [00:00<00:00, 134.52it/s, v_num=0]
Epoch 86: 23%|βββ | 5/22 [00:00<00:00, 125.99it/s, v_num=0]
Epoch 86: 27%|βββ | 6/22 [00:00<00:00, 132.71it/s, v_num=0]
Epoch 86: 27%|βββ | 6/22 [00:00<00:00, 114.36it/s, v_num=0]
Epoch 86: 32%|ββββ | 7/22 [00:00<00:00, 119.89it/s, v_num=0]
Epoch 86: 32%|ββββ | 7/22 [00:00<00:00, 116.23it/s, v_num=0]
Epoch 86: 36%|ββββ | 8/22 [00:00<00:00, 121.72it/s, v_num=0]
Epoch 86: 36%|ββββ | 8/22 [00:00<00:00, 119.84it/s, v_num=0]
Epoch 86: 41%|ββββ | 9/22 [00:00<00:00, 121.64it/s, v_num=0]
Epoch 86: 41%|ββββ | 9/22 [00:00<00:00, 118.25it/s, v_num=0]
Epoch 86: 45%|βββββ | 10/22 [00:00<00:00, 123.44it/s, v_num=0]
Epoch 86: 45%|βββββ | 10/22 [00:00<00:00, 119.94it/s, v_num=0]
Epoch 86: 50%|βββββ | 11/22 [00:00<00:00, 124.27it/s, v_num=0]
Epoch 86: 50%|βββββ | 11/22 [00:00<00:00, 122.91it/s, v_num=0]
Epoch 86: 55%|ββββββ | 12/22 [00:00<00:00, 126.90it/s, v_num=0]
Epoch 86: 55%|ββββββ | 12/22 [00:00<00:00, 124.77it/s, v_num=0]
Epoch 86: 59%|ββββββ | 13/22 [00:00<00:00, 127.93it/s, v_num=0]
Epoch 86: 59%|ββββββ | 13/22 [00:00<00:00, 126.29it/s, v_num=0]
Epoch 86: 64%|βββββββ | 14/22 [00:00<00:00, 129.55it/s, v_num=0]
Epoch 86: 64%|βββββββ | 14/22 [00:00<00:00, 128.43it/s, v_num=0]
Epoch 86: 68%|βββββββ | 15/22 [00:00<00:00, 131.45it/s, v_num=0]
Epoch 86: 68%|βββββββ | 15/22 [00:00<00:00, 129.94it/s, v_num=0]
Epoch 86: 73%|ββββββββ | 16/22 [00:00<00:00, 132.23it/s, v_num=0]
Epoch 86: 73%|ββββββββ | 16/22 [00:00<00:00, 131.09it/s, v_num=0]
Epoch 86: 77%|ββββββββ | 17/22 [00:00<00:00, 133.24it/s, v_num=0]
Epoch 86: 77%|ββββββββ | 17/22 [00:00<00:00, 130.80it/s, v_num=0]
Epoch 86: 82%|βββββββββ | 18/22 [00:00<00:00, 133.72it/s, v_num=0]
Epoch 86: 82%|βββββββββ | 18/22 [00:00<00:00, 131.24it/s, v_num=0]
Epoch 86: 86%|βββββββββ | 19/22 [00:00<00:00, 133.20it/s, v_num=0]
Epoch 86: 86%|βββββββββ | 19/22 [00:00<00:00, 132.40it/s, v_num=0]
Epoch 86: 91%|βββββββββ | 20/22 [00:00<00:00, 134.17it/s, v_num=0]
Epoch 86: 91%|βββββββββ | 20/22 [00:00<00:00, 133.43it/s, v_num=0]
Epoch 86: 95%|ββββββββββ| 21/22 [00:00<00:00, 135.41it/s, v_num=0]
Epoch 86: 95%|ββββββββββ| 21/22 [00:00<00:00, 134.64it/s, v_num=0]
Epoch 86: 100%|ββββββββββ| 22/22 [00:00<00:00, 136.12it/s, v_num=0]
Epoch 86: 100%|ββββββββββ| 22/22 [00:00<00:00, 132.75it/s, v_num=0]
Epoch 86: 100%|ββββββββββ| 22/22 [00:00<00:00, 131.90it/s, v_num=0]
Epoch 86: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 87: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 87: 5%|β | 1/22 [00:00<00:00, 157.79it/s, v_num=0]
Epoch 87: 5%|β | 1/22 [00:00<00:00, 136.78it/s, v_num=0]
Epoch 87: 9%|β | 2/22 [00:00<00:00, 162.90it/s, v_num=0]
Epoch 87: 9%|β | 2/22 [00:00<00:00, 151.07it/s, v_num=0]
Epoch 87: 14%|ββ | 3/22 [00:00<00:00, 174.07it/s, v_num=0]
Epoch 87: 14%|ββ | 3/22 [00:00<00:00, 166.15it/s, v_num=0]
Epoch 87: 18%|ββ | 4/22 [00:00<00:00, 180.50it/s, v_num=0]
Epoch 87: 18%|ββ | 4/22 [00:00<00:00, 174.54it/s, v_num=0]
Epoch 87: 23%|βββ | 5/22 [00:00<00:00, 182.50it/s, v_num=0]
Epoch 87: 23%|βββ | 5/22 [00:00<00:00, 176.23it/s, v_num=0]
Epoch 87: 27%|βββ | 6/22 [00:00<00:00, 185.80it/s, v_num=0]
Epoch 87: 27%|βββ | 6/22 [00:00<00:00, 180.99it/s, v_num=0]
Epoch 87: 32%|ββββ | 7/22 [00:00<00:00, 185.77it/s, v_num=0]
Epoch 87: 32%|ββββ | 7/22 [00:00<00:00, 181.80it/s, v_num=0]
Epoch 87: 36%|ββββ | 8/22 [00:00<00:00, 187.67it/s, v_num=0]
Epoch 87: 36%|ββββ | 8/22 [00:00<00:00, 184.20it/s, v_num=0]
Epoch 87: 41%|ββββ | 9/22 [00:00<00:00, 184.53it/s, v_num=0]
Epoch 87: 41%|ββββ | 9/22 [00:00<00:00, 178.12it/s, v_num=0]
Epoch 87: 45%|βββββ | 10/22 [00:00<00:00, 182.32it/s, v_num=0]
Epoch 87: 45%|βββββ | 10/22 [00:00<00:00, 175.44it/s, v_num=0]
Epoch 87: 50%|βββββ | 11/22 [00:00<00:00, 177.33it/s, v_num=0]
Epoch 87: 50%|βββββ | 11/22 [00:00<00:00, 175.21it/s, v_num=0]
Epoch 87: 55%|ββββββ | 12/22 [00:00<00:00, 177.15it/s, v_num=0]
Epoch 87: 55%|ββββββ | 12/22 [00:00<00:00, 174.86it/s, v_num=0]
Epoch 87: 59%|ββββββ | 13/22 [00:00<00:00, 176.01it/s, v_num=0]
Epoch 87: 59%|ββββββ | 13/22 [00:00<00:00, 171.20it/s, v_num=0]
Epoch 87: 64%|βββββββ | 14/22 [00:00<00:00, 173.18it/s, v_num=0]
Epoch 87: 64%|βββββββ | 14/22 [00:00<00:00, 169.26it/s, v_num=0]
Epoch 87: 68%|βββββββ | 15/22 [00:00<00:00, 171.18it/s, v_num=0]
Epoch 87: 68%|βββββββ | 15/22 [00:00<00:00, 169.34it/s, v_num=0]
Epoch 87: 73%|ββββββββ | 16/22 [00:00<00:00, 171.37it/s, v_num=0]
Epoch 87: 73%|ββββββββ | 16/22 [00:00<00:00, 167.22it/s, v_num=0]
Epoch 87: 77%|ββββββββ | 17/22 [00:00<00:00, 170.07it/s, v_num=0]
Epoch 87: 77%|ββββββββ | 17/22 [00:00<00:00, 167.02it/s, v_num=0]
Epoch 87: 82%|βββββββββ | 18/22 [00:00<00:00, 166.78it/s, v_num=0]
Epoch 87: 82%|βββββββββ | 18/22 [00:00<00:00, 163.93it/s, v_num=0]
Epoch 87: 86%|βββββββββ | 19/22 [00:00<00:00, 165.72it/s, v_num=0]
Epoch 87: 86%|βββββββββ | 19/22 [00:00<00:00, 164.64it/s, v_num=0]
Epoch 87: 91%|βββββββββ | 20/22 [00:00<00:00, 164.53it/s, v_num=0]
Epoch 87: 91%|βββββββββ | 20/22 [00:00<00:00, 163.44it/s, v_num=0]
Epoch 87: 95%|ββββββββββ| 21/22 [00:00<00:00, 165.32it/s, v_num=0]
Epoch 87: 95%|ββββββββββ| 21/22 [00:00<00:00, 163.67it/s, v_num=0]
Epoch 87: 100%|ββββββββββ| 22/22 [00:00<00:00, 165.59it/s, v_num=0]
Epoch 87: 100%|ββββββββββ| 22/22 [00:00<00:00, 164.64it/s, v_num=0]
Epoch 87: 100%|ββββββββββ| 22/22 [00:00<00:00, 162.50it/s, v_num=0]
Epoch 87: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 88: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 88: 5%|β | 1/22 [00:00<00:00, 165.31it/s, v_num=0]
Epoch 88: 5%|β | 1/22 [00:00<00:00, 146.72it/s, v_num=0]
Epoch 88: 9%|β | 2/22 [00:00<00:00, 161.46it/s, v_num=0]
Epoch 88: 9%|β | 2/22 [00:00<00:00, 152.05it/s, v_num=0]
Epoch 88: 14%|ββ | 3/22 [00:00<00:00, 165.98it/s, v_num=0]
Epoch 88: 14%|ββ | 3/22 [00:00<00:00, 153.10it/s, v_num=0]
Epoch 88: 18%|ββ | 4/22 [00:00<00:00, 173.93it/s, v_num=0]
Epoch 88: 18%|ββ | 4/22 [00:00<00:00, 167.80it/s, v_num=0]
Epoch 88: 23%|βββ | 5/22 [00:00<00:00, 171.88it/s, v_num=0]
Epoch 88: 23%|βββ | 5/22 [00:00<00:00, 167.08it/s, v_num=0]
Epoch 88: 27%|βββ | 6/22 [00:00<00:00, 173.33it/s, v_num=0]
Epoch 88: 27%|βββ | 6/22 [00:00<00:00, 164.91it/s, v_num=0]
Epoch 88: 32%|ββββ | 7/22 [00:00<00:00, 170.47it/s, v_num=0]
Epoch 88: 32%|ββββ | 7/22 [00:00<00:00, 160.69it/s, v_num=0]
Epoch 88: 36%|ββββ | 8/22 [00:00<00:00, 165.60it/s, v_num=0]
Epoch 88: 36%|ββββ | 8/22 [00:00<00:00, 162.89it/s, v_num=0]
Epoch 88: 41%|ββββ | 9/22 [00:00<00:00, 167.91it/s, v_num=0]
Epoch 88: 41%|ββββ | 9/22 [00:00<00:00, 165.60it/s, v_num=0]
Epoch 88: 45%|βββββ | 10/22 [00:00<00:00, 169.22it/s, v_num=0]
Epoch 88: 45%|βββββ | 10/22 [00:00<00:00, 166.84it/s, v_num=0]
Epoch 88: 50%|βββββ | 11/22 [00:00<00:00, 170.08it/s, v_num=0]
Epoch 88: 50%|βββββ | 11/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 88: 55%|ββββββ | 12/22 [00:00<00:00, 170.73it/s, v_num=0]
Epoch 88: 55%|ββββββ | 12/22 [00:00<00:00, 168.92it/s, v_num=0]
Epoch 88: 59%|ββββββ | 13/22 [00:00<00:00, 170.77it/s, v_num=0]
Epoch 88: 59%|ββββββ | 13/22 [00:00<00:00, 166.13it/s, v_num=0]
Epoch 88: 64%|βββββββ | 14/22 [00:00<00:00, 170.17it/s, v_num=0]
Epoch 88: 64%|βββββββ | 14/22 [00:00<00:00, 166.51it/s, v_num=0]
Epoch 88: 68%|βββββββ | 15/22 [00:00<00:00, 165.26it/s, v_num=0]
Epoch 88: 68%|βββββββ | 15/22 [00:00<00:00, 163.80it/s, v_num=0]
Epoch 88: 73%|ββββββββ | 16/22 [00:00<00:00, 165.71it/s, v_num=0]
Epoch 88: 73%|ββββββββ | 16/22 [00:00<00:00, 164.31it/s, v_num=0]
Epoch 88: 77%|ββββββββ | 17/22 [00:00<00:00, 165.05it/s, v_num=0]
Epoch 88: 77%|ββββββββ | 17/22 [00:00<00:00, 161.40it/s, v_num=0]
Epoch 88: 82%|βββββββββ | 18/22 [00:00<00:00, 163.45it/s, v_num=0]
Epoch 88: 82%|βββββββββ | 18/22 [00:00<00:00, 160.07it/s, v_num=0]
Epoch 88: 86%|βββββββββ | 19/22 [00:00<00:00, 161.73it/s, v_num=0]
Epoch 88: 86%|βββββββββ | 19/22 [00:00<00:00, 160.52it/s, v_num=0]
Epoch 88: 91%|βββββββββ | 20/22 [00:00<00:00, 162.05it/s, v_num=0]
Epoch 88: 91%|βββββββββ | 20/22 [00:00<00:00, 161.03it/s, v_num=0]
Epoch 88: 95%|ββββββββββ| 21/22 [00:00<00:00, 162.61it/s, v_num=0]
Epoch 88: 95%|ββββββββββ| 21/22 [00:00<00:00, 161.49it/s, v_num=0]
Epoch 88: 100%|ββββββββββ| 22/22 [00:00<00:00, 163.30it/s, v_num=0]
Epoch 88: 100%|ββββββββββ| 22/22 [00:00<00:00, 162.30it/s, v_num=0]
Epoch 88: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.18it/s, v_num=0]
Epoch 88: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 89: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 89: 5%|β | 1/22 [00:00<00:00, 142.11it/s, v_num=0]
Epoch 89: 5%|β | 1/22 [00:00<00:00, 127.15it/s, v_num=0]
Epoch 89: 9%|β | 2/22 [00:00<00:00, 155.08it/s, v_num=0]
Epoch 89: 9%|β | 2/22 [00:00<00:00, 145.47it/s, v_num=0]
Epoch 89: 14%|ββ | 3/22 [00:00<00:00, 158.89it/s, v_num=0]
Epoch 89: 14%|ββ | 3/22 [00:00<00:00, 152.40it/s, v_num=0]
Epoch 89: 18%|ββ | 4/22 [00:00<00:00, 164.78it/s, v_num=0]
Epoch 89: 18%|ββ | 4/22 [00:00<00:00, 159.34it/s, v_num=0]
Epoch 89: 23%|βββ | 5/22 [00:00<00:00, 167.38it/s, v_num=0]
Epoch 89: 23%|βββ | 5/22 [00:00<00:00, 162.72it/s, v_num=0]
Epoch 89: 27%|βββ | 6/22 [00:00<00:00, 171.27it/s, v_num=0]
Epoch 89: 27%|βββ | 6/22 [00:00<00:00, 166.63it/s, v_num=0]
Epoch 89: 32%|ββββ | 7/22 [00:00<00:00, 171.07it/s, v_num=0]
Epoch 89: 32%|ββββ | 7/22 [00:00<00:00, 162.98it/s, v_num=0]
Epoch 89: 36%|ββββ | 8/22 [00:00<00:00, 166.63it/s, v_num=0]
Epoch 89: 36%|ββββ | 8/22 [00:00<00:00, 163.91it/s, v_num=0]
Epoch 89: 41%|ββββ | 9/22 [00:00<00:00, 168.01it/s, v_num=0]
Epoch 89: 41%|ββββ | 9/22 [00:00<00:00, 165.63it/s, v_num=0]
Epoch 89: 45%|βββββ | 10/22 [00:00<00:00, 166.47it/s, v_num=0]
Epoch 89: 45%|βββββ | 10/22 [00:00<00:00, 164.23it/s, v_num=0]
Epoch 89: 50%|βββββ | 11/22 [00:00<00:00, 167.36it/s, v_num=0]
Epoch 89: 50%|βββββ | 11/22 [00:00<00:00, 164.87it/s, v_num=0]
Epoch 89: 55%|ββββββ | 12/22 [00:00<00:00, 168.34it/s, v_num=0]
Epoch 89: 55%|ββββββ | 12/22 [00:00<00:00, 166.48it/s, v_num=0]
Epoch 89: 59%|ββββββ | 13/22 [00:00<00:00, 166.69it/s, v_num=0]
Epoch 89: 59%|ββββββ | 13/22 [00:00<00:00, 164.38it/s, v_num=0]
Epoch 89: 64%|βββββββ | 14/22 [00:00<00:00, 166.32it/s, v_num=0]
Epoch 89: 64%|βββββββ | 14/22 [00:00<00:00, 164.74it/s, v_num=0]
Epoch 89: 68%|βββββββ | 15/22 [00:00<00:00, 166.35it/s, v_num=0]
Epoch 89: 68%|βββββββ | 15/22 [00:00<00:00, 164.83it/s, v_num=0]
Epoch 89: 73%|ββββββββ | 16/22 [00:00<00:00, 164.70it/s, v_num=0]
Epoch 89: 73%|ββββββββ | 16/22 [00:00<00:00, 161.53it/s, v_num=0]
Epoch 89: 77%|ββββββββ | 17/22 [00:00<00:00, 163.98it/s, v_num=0]
Epoch 89: 77%|ββββββββ | 17/22 [00:00<00:00, 160.60it/s, v_num=0]
Epoch 89: 82%|βββββββββ | 18/22 [00:00<00:00, 162.71it/s, v_num=0]
Epoch 89: 82%|βββββββββ | 18/22 [00:00<00:00, 161.56it/s, v_num=0]
Epoch 89: 86%|βββββββββ | 19/22 [00:00<00:00, 163.58it/s, v_num=0]
Epoch 89: 86%|βββββββββ | 19/22 [00:00<00:00, 160.59it/s, v_num=0]
Epoch 89: 91%|βββββββββ | 20/22 [00:00<00:00, 161.44it/s, v_num=0]
Epoch 89: 91%|βββββββββ | 20/22 [00:00<00:00, 160.42it/s, v_num=0]
Epoch 89: 95%|ββββββββββ| 21/22 [00:00<00:00, 161.95it/s, v_num=0]
Epoch 89: 95%|ββββββββββ| 21/22 [00:00<00:00, 160.83it/s, v_num=0]
Epoch 89: 100%|ββββββββββ| 22/22 [00:00<00:00, 161.73it/s, v_num=0]
Epoch 89: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.55it/s, v_num=0]
Epoch 89: 100%|ββββββββββ| 22/22 [00:00<00:00, 158.27it/s, v_num=0]
Epoch 89: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 90: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 90: 5%|β | 1/22 [00:00<00:00, 138.99it/s, v_num=0]
Epoch 90: 5%|β | 1/22 [00:00<00:00, 106.34it/s, v_num=0]
Epoch 90: 9%|β | 2/22 [00:00<00:00, 133.40it/s, v_num=0]
Epoch 90: 9%|β | 2/22 [00:00<00:00, 114.87it/s, v_num=0]
Epoch 90: 14%|ββ | 3/22 [00:00<00:00, 138.13it/s, v_num=0]
Epoch 90: 14%|ββ | 3/22 [00:00<00:00, 123.88it/s, v_num=0]
Epoch 90: 18%|ββ | 4/22 [00:00<00:00, 142.25it/s, v_num=0]
Epoch 90: 18%|ββ | 4/22 [00:00<00:00, 132.19it/s, v_num=0]
Epoch 90: 23%|βββ | 5/22 [00:00<00:00, 147.17it/s, v_num=0]
Epoch 90: 23%|βββ | 5/22 [00:00<00:00, 143.87it/s, v_num=0]
Epoch 90: 27%|βββ | 6/22 [00:00<00:00, 150.96it/s, v_num=0]
Epoch 90: 27%|βββ | 6/22 [00:00<00:00, 146.78it/s, v_num=0]
Epoch 90: 32%|ββββ | 7/22 [00:00<00:00, 153.27it/s, v_num=0]
Epoch 90: 32%|ββββ | 7/22 [00:00<00:00, 150.51it/s, v_num=0]
Epoch 90: 36%|ββββ | 8/22 [00:00<00:00, 155.97it/s, v_num=0]
Epoch 90: 36%|ββββ | 8/22 [00:00<00:00, 153.14it/s, v_num=0]
Epoch 90: 41%|ββββ | 9/22 [00:00<00:00, 156.92it/s, v_num=0]
Epoch 90: 41%|ββββ | 9/22 [00:00<00:00, 154.51it/s, v_num=0]
Epoch 90: 45%|βββββ | 10/22 [00:00<00:00, 158.90it/s, v_num=0]
Epoch 90: 45%|βββββ | 10/22 [00:00<00:00, 156.38it/s, v_num=0]
Epoch 90: 50%|βββββ | 11/22 [00:00<00:00, 158.17it/s, v_num=0]
Epoch 90: 50%|βββββ | 11/22 [00:00<00:00, 156.36it/s, v_num=0]
Epoch 90: 55%|ββββββ | 12/22 [00:00<00:00, 159.63it/s, v_num=0]
Epoch 90: 55%|ββββββ | 12/22 [00:00<00:00, 157.82it/s, v_num=0]
Epoch 90: 59%|ββββββ | 13/22 [00:00<00:00, 162.97it/s, v_num=0]
Epoch 90: 59%|ββββββ | 13/22 [00:00<00:00, 161.05it/s, v_num=0]
Epoch 90: 64%|βββββββ | 14/22 [00:00<00:00, 165.40it/s, v_num=0]
Epoch 90: 64%|βββββββ | 14/22 [00:00<00:00, 163.96it/s, v_num=0]
Epoch 90: 68%|βββββββ | 15/22 [00:00<00:00, 167.50it/s, v_num=0]
Epoch 90: 68%|βββββββ | 15/22 [00:00<00:00, 165.25it/s, v_num=0]
Epoch 90: 73%|ββββββββ | 16/22 [00:00<00:00, 167.46it/s, v_num=0]
Epoch 90: 73%|ββββββββ | 16/22 [00:00<00:00, 165.96it/s, v_num=0]
Epoch 90: 77%|ββββββββ | 17/22 [00:00<00:00, 168.31it/s, v_num=0]
Epoch 90: 77%|ββββββββ | 17/22 [00:00<00:00, 167.09it/s, v_num=0]
Epoch 90: 82%|βββββββββ | 18/22 [00:00<00:00, 166.85it/s, v_num=0]
Epoch 90: 82%|βββββββββ | 18/22 [00:00<00:00, 165.31it/s, v_num=0]
Epoch 90: 86%|βββββββββ | 19/22 [00:00<00:00, 168.22it/s, v_num=0]
Epoch 90: 86%|βββββββββ | 19/22 [00:00<00:00, 166.84it/s, v_num=0]
Epoch 90: 91%|βββββββββ | 20/22 [00:00<00:00, 169.50it/s, v_num=0]
Epoch 90: 91%|βββββββββ | 20/22 [00:00<00:00, 167.86it/s, v_num=0]
Epoch 90: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.04it/s, v_num=0]
Epoch 90: 95%|ββββββββββ| 21/22 [00:00<00:00, 155.45it/s, v_num=0]
Epoch 90: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.74it/s, v_num=0]
Epoch 90: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.62it/s, v_num=0]
Epoch 90: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.14it/s, v_num=0]
Epoch 90: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 91: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 91: 5%|β | 1/22 [00:00<00:00, 214.48it/s, v_num=0]
Epoch 91: 5%|β | 1/22 [00:00<00:00, 173.58it/s, v_num=0]
Epoch 91: 9%|β | 2/22 [00:00<00:00, 202.86it/s, v_num=0]
Epoch 91: 9%|β | 2/22 [00:00<00:00, 180.52it/s, v_num=0]
Epoch 91: 14%|ββ | 3/22 [00:00<00:00, 202.17it/s, v_num=0]
Epoch 91: 14%|ββ | 3/22 [00:00<00:00, 190.49it/s, v_num=0]
Epoch 91: 18%|ββ | 4/22 [00:00<00:00, 200.27it/s, v_num=0]
Epoch 91: 18%|ββ | 4/22 [00:00<00:00, 191.15it/s, v_num=0]
Epoch 91: 23%|βββ | 5/22 [00:00<00:00, 200.76it/s, v_num=0]
Epoch 91: 23%|βββ | 5/22 [00:00<00:00, 194.13it/s, v_num=0]
Epoch 91: 27%|βββ | 6/22 [00:00<00:00, 201.23it/s, v_num=0]
Epoch 91: 27%|βββ | 6/22 [00:00<00:00, 193.03it/s, v_num=0]
Epoch 91: 32%|ββββ | 7/22 [00:00<00:00, 199.77it/s, v_num=0]
Epoch 91: 32%|ββββ | 7/22 [00:00<00:00, 192.73it/s, v_num=0]
Epoch 91: 36%|ββββ | 8/22 [00:00<00:00, 196.76it/s, v_num=0]
Epoch 91: 36%|ββββ | 8/22 [00:00<00:00, 187.95it/s, v_num=0]
Epoch 91: 41%|ββββ | 9/22 [00:00<00:00, 176.34it/s, v_num=0]
Epoch 91: 41%|ββββ | 9/22 [00:00<00:00, 170.34it/s, v_num=0]
Epoch 91: 45%|βββββ | 10/22 [00:00<00:00, 174.94it/s, v_num=0]
Epoch 91: 45%|βββββ | 10/22 [00:00<00:00, 162.64it/s, v_num=0]
Epoch 91: 50%|βββββ | 11/22 [00:00<00:00, 165.92it/s, v_num=0]
Epoch 91: 50%|βββββ | 11/22 [00:00<00:00, 163.71it/s, v_num=0]
Epoch 91: 55%|ββββββ | 12/22 [00:00<00:00, 167.65it/s, v_num=0]
Epoch 91: 55%|ββββββ | 12/22 [00:00<00:00, 161.36it/s, v_num=0]
Epoch 91: 59%|ββββββ | 13/22 [00:00<00:00, 166.36it/s, v_num=0]
Epoch 91: 59%|ββββββ | 13/22 [00:00<00:00, 163.95it/s, v_num=0]
Epoch 91: 64%|βββββββ | 14/22 [00:00<00:00, 168.17it/s, v_num=0]
Epoch 91: 64%|βββββββ | 14/22 [00:00<00:00, 166.21it/s, v_num=0]
Epoch 91: 68%|βββββββ | 15/22 [00:00<00:00, 168.87it/s, v_num=0]
Epoch 91: 68%|βββββββ | 15/22 [00:00<00:00, 167.07it/s, v_num=0]
Epoch 91: 73%|ββββββββ | 16/22 [00:00<00:00, 169.81it/s, v_num=0]
Epoch 91: 73%|ββββββββ | 16/22 [00:00<00:00, 168.30it/s, v_num=0]
Epoch 91: 77%|ββββββββ | 17/22 [00:00<00:00, 170.67it/s, v_num=0]
Epoch 91: 77%|ββββββββ | 17/22 [00:00<00:00, 168.19it/s, v_num=0]
Epoch 91: 82%|βββββββββ | 18/22 [00:00<00:00, 171.25it/s, v_num=0]
Epoch 91: 82%|βββββββββ | 18/22 [00:00<00:00, 169.72it/s, v_num=0]
Epoch 91: 86%|βββββββββ | 19/22 [00:00<00:00, 172.27it/s, v_num=0]
Epoch 91: 86%|βββββββββ | 19/22 [00:00<00:00, 170.41it/s, v_num=0]
Epoch 91: 91%|βββββββββ | 20/22 [00:00<00:00, 173.37it/s, v_num=0]
Epoch 91: 91%|βββββββββ | 20/22 [00:00<00:00, 171.37it/s, v_num=0]
Epoch 91: 95%|ββββββββββ| 21/22 [00:00<00:00, 174.41it/s, v_num=0]
Epoch 91: 95%|ββββββββββ| 21/22 [00:00<00:00, 173.22it/s, v_num=0]
Epoch 91: 100%|ββββββββββ| 22/22 [00:00<00:00, 175.50it/s, v_num=0]
Epoch 91: 100%|ββββββββββ| 22/22 [00:00<00:00, 174.34it/s, v_num=0]
Epoch 91: 100%|ββββββββββ| 22/22 [00:00<00:00, 172.53it/s, v_num=0]
Epoch 91: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 92: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 92: 5%|β | 1/22 [00:00<00:00, 155.99it/s, v_num=0]
Epoch 92: 5%|β | 1/22 [00:00<00:00, 135.70it/s, v_num=0]
Epoch 92: 9%|β | 2/22 [00:00<00:00, 165.47it/s, v_num=0]
Epoch 92: 9%|β | 2/22 [00:00<00:00, 155.60it/s, v_num=0]
Epoch 92: 14%|ββ | 3/22 [00:00<00:00, 166.76it/s, v_num=0]
Epoch 92: 14%|ββ | 3/22 [00:00<00:00, 149.30it/s, v_num=0]
Epoch 92: 18%|ββ | 4/22 [00:00<00:00, 160.84it/s, v_num=0]
Epoch 92: 18%|ββ | 4/22 [00:00<00:00, 155.88it/s, v_num=0]
Epoch 92: 23%|βββ | 5/22 [00:00<00:00, 162.27it/s, v_num=0]
Epoch 92: 23%|βββ | 5/22 [00:00<00:00, 149.07it/s, v_num=0]
Epoch 92: 27%|βββ | 6/22 [00:00<00:00, 152.29it/s, v_num=0]
Epoch 92: 27%|βββ | 6/22 [00:00<00:00, 149.22it/s, v_num=0]
Epoch 92: 32%|ββββ | 7/22 [00:00<00:00, 154.75it/s, v_num=0]
Epoch 92: 32%|ββββ | 7/22 [00:00<00:00, 148.87it/s, v_num=0]
Epoch 92: 36%|ββββ | 8/22 [00:00<00:00, 154.15it/s, v_num=0]
Epoch 92: 36%|ββββ | 8/22 [00:00<00:00, 148.17it/s, v_num=0]
Epoch 92: 41%|ββββ | 9/22 [00:00<00:00, 153.72it/s, v_num=0]
Epoch 92: 41%|ββββ | 9/22 [00:00<00:00, 151.59it/s, v_num=0]
Epoch 92: 45%|βββββ | 10/22 [00:00<00:00, 155.72it/s, v_num=0]
Epoch 92: 45%|βββββ | 10/22 [00:00<00:00, 150.89it/s, v_num=0]
Epoch 92: 50%|βββββ | 11/22 [00:00<00:00, 154.61it/s, v_num=0]
Epoch 92: 50%|βββββ | 11/22 [00:00<00:00, 152.45it/s, v_num=0]
Epoch 92: 55%|ββββββ | 12/22 [00:00<00:00, 155.83it/s, v_num=0]
Epoch 92: 55%|ββββββ | 12/22 [00:00<00:00, 151.39it/s, v_num=0]
Epoch 92: 59%|ββββββ | 13/22 [00:00<00:00, 151.07it/s, v_num=0]
Epoch 92: 59%|ββββββ | 13/22 [00:00<00:00, 146.88it/s, v_num=0]
Epoch 92: 64%|βββββββ | 14/22 [00:00<00:00, 150.91it/s, v_num=0]
Epoch 92: 64%|βββββββ | 14/22 [00:00<00:00, 149.61it/s, v_num=0]
Epoch 92: 68%|βββββββ | 15/22 [00:00<00:00, 151.63it/s, v_num=0]
Epoch 92: 68%|βββββββ | 15/22 [00:00<00:00, 150.35it/s, v_num=0]
Epoch 92: 73%|ββββββββ | 16/22 [00:00<00:00, 152.63it/s, v_num=0]
Epoch 92: 73%|ββββββββ | 16/22 [00:00<00:00, 151.39it/s, v_num=0]
Epoch 92: 77%|ββββββββ | 17/22 [00:00<00:00, 152.55it/s, v_num=0]
Epoch 92: 77%|ββββββββ | 17/22 [00:00<00:00, 148.28it/s, v_num=0]
Epoch 92: 82%|βββββββββ | 18/22 [00:00<00:00, 149.31it/s, v_num=0]
Epoch 92: 82%|βββββββββ | 18/22 [00:00<00:00, 145.86it/s, v_num=0]
Epoch 92: 86%|βββββββββ | 19/22 [00:00<00:00, 146.79it/s, v_num=0]
Epoch 92: 86%|βββββββββ | 19/22 [00:00<00:00, 145.83it/s, v_num=0]
Epoch 92: 91%|βββββββββ | 20/22 [00:00<00:00, 147.78it/s, v_num=0]
Epoch 92: 91%|βββββββββ | 20/22 [00:00<00:00, 145.74it/s, v_num=0]
Epoch 92: 95%|ββββββββββ| 21/22 [00:00<00:00, 147.76it/s, v_num=0]
Epoch 92: 95%|ββββββββββ| 21/22 [00:00<00:00, 146.32it/s, v_num=0]
Epoch 92: 100%|ββββββββββ| 22/22 [00:00<00:00, 145.14it/s, v_num=0]
Epoch 92: 100%|ββββββββββ| 22/22 [00:00<00:00, 144.16it/s, v_num=0]
Epoch 92: 100%|ββββββββββ| 22/22 [00:00<00:00, 143.02it/s, v_num=0]
Epoch 92: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 93: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 93: 5%|β | 1/22 [00:00<00:00, 143.98it/s, v_num=0]
Epoch 93: 5%|β | 1/22 [00:00<00:00, 111.09it/s, v_num=0]
Epoch 93: 9%|β | 2/22 [00:00<00:00, 158.14it/s, v_num=0]
Epoch 93: 9%|β | 2/22 [00:00<00:00, 145.70it/s, v_num=0]
Epoch 93: 14%|ββ | 3/22 [00:00<00:00, 164.54it/s, v_num=0]
Epoch 93: 14%|ββ | 3/22 [00:00<00:00, 156.47it/s, v_num=0]
Epoch 93: 18%|ββ | 4/22 [00:00<00:00, 168.41it/s, v_num=0]
Epoch 93: 18%|ββ | 4/22 [00:00<00:00, 162.32it/s, v_num=0]
Epoch 93: 23%|βββ | 5/22 [00:00<00:00, 163.17it/s, v_num=0]
Epoch 93: 23%|βββ | 5/22 [00:00<00:00, 158.85it/s, v_num=0]
Epoch 93: 27%|βββ | 6/22 [00:00<00:00, 167.76it/s, v_num=0]
Epoch 93: 27%|βββ | 6/22 [00:00<00:00, 164.03it/s, v_num=0]
Epoch 93: 32%|ββββ | 7/22 [00:00<00:00, 171.60it/s, v_num=0]
Epoch 93: 32%|ββββ | 7/22 [00:00<00:00, 168.23it/s, v_num=0]
Epoch 93: 36%|ββββ | 8/22 [00:00<00:00, 171.84it/s, v_num=0]
Epoch 93: 36%|ββββ | 8/22 [00:00<00:00, 167.87it/s, v_num=0]
Epoch 93: 41%|ββββ | 9/22 [00:00<00:00, 171.62it/s, v_num=0]
Epoch 93: 41%|ββββ | 9/22 [00:00<00:00, 168.27it/s, v_num=0]
Epoch 93: 45%|βββββ | 10/22 [00:00<00:00, 174.01it/s, v_num=0]
Epoch 93: 45%|βββββ | 10/22 [00:00<00:00, 170.55it/s, v_num=0]
Epoch 93: 50%|βββββ | 11/22 [00:00<00:00, 174.10it/s, v_num=0]
Epoch 93: 50%|βββββ | 11/22 [00:00<00:00, 170.06it/s, v_num=0]
Epoch 93: 55%|ββββββ | 12/22 [00:00<00:00, 174.65it/s, v_num=0]
Epoch 93: 55%|ββββββ | 12/22 [00:00<00:00, 172.29it/s, v_num=0]
Epoch 93: 59%|ββββββ | 13/22 [00:00<00:00, 176.02it/s, v_num=0]
Epoch 93: 59%|ββββββ | 13/22 [00:00<00:00, 174.22it/s, v_num=0]
Epoch 93: 64%|βββββββ | 14/22 [00:00<00:00, 174.60it/s, v_num=0]
Epoch 93: 64%|βββββββ | 14/22 [00:00<00:00, 170.69it/s, v_num=0]
Epoch 93: 68%|βββββββ | 15/22 [00:00<00:00, 173.99it/s, v_num=0]
Epoch 93: 68%|βββββββ | 15/22 [00:00<00:00, 169.74it/s, v_num=0]
Epoch 93: 73%|ββββββββ | 16/22 [00:00<00:00, 168.42it/s, v_num=0]
Epoch 93: 73%|ββββββββ | 16/22 [00:00<00:00, 164.26it/s, v_num=0]
Epoch 93: 77%|ββββββββ | 17/22 [00:00<00:00, 166.63it/s, v_num=0]
Epoch 93: 77%|ββββββββ | 17/22 [00:00<00:00, 162.92it/s, v_num=0]
Epoch 93: 82%|βββββββββ | 18/22 [00:00<00:00, 165.51it/s, v_num=0]
Epoch 93: 82%|βββββββββ | 18/22 [00:00<00:00, 164.19it/s, v_num=0]
Epoch 93: 86%|βββββββββ | 19/22 [00:00<00:00, 166.93it/s, v_num=0]
Epoch 93: 86%|βββββββββ | 19/22 [00:00<00:00, 165.21it/s, v_num=0]
Epoch 93: 91%|βββββββββ | 20/22 [00:00<00:00, 168.10it/s, v_num=0]
Epoch 93: 91%|βββββββββ | 20/22 [00:00<00:00, 166.44it/s, v_num=0]
Epoch 93: 95%|ββββββββββ| 21/22 [00:00<00:00, 169.21it/s, v_num=0]
Epoch 93: 95%|ββββββββββ| 21/22 [00:00<00:00, 167.58it/s, v_num=0]
Epoch 93: 100%|ββββββββββ| 22/22 [00:00<00:00, 170.33it/s, v_num=0]
Epoch 93: 100%|ββββββββββ| 22/22 [00:00<00:00, 168.71it/s, v_num=0]
Epoch 93: 100%|ββββββββββ| 22/22 [00:00<00:00, 167.13it/s, v_num=0]
Epoch 93: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 94: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 94: 5%|β | 1/22 [00:00<00:00, 190.41it/s, v_num=0]
Epoch 94: 5%|β | 1/22 [00:00<00:00, 153.73it/s, v_num=0]
Epoch 94: 9%|β | 2/22 [00:00<00:00, 195.81it/s, v_num=0]
Epoch 94: 9%|β | 2/22 [00:00<00:00, 173.62it/s, v_num=0]
Epoch 94: 14%|ββ | 3/22 [00:00<00:00, 196.62it/s, v_num=0]
Epoch 94: 14%|ββ | 3/22 [00:00<00:00, 183.02it/s, v_num=0]
Epoch 94: 18%|ββ | 4/22 [00:00<00:00, 199.57it/s, v_num=0]
Epoch 94: 18%|ββ | 4/22 [00:00<00:00, 187.35it/s, v_num=0]
Epoch 94: 23%|βββ | 5/22 [00:00<00:00, 196.19it/s, v_num=0]
Epoch 94: 23%|βββ | 5/22 [00:00<00:00, 186.62it/s, v_num=0]
Epoch 94: 27%|βββ | 6/22 [00:00<00:00, 197.77it/s, v_num=0]
Epoch 94: 27%|βββ | 6/22 [00:00<00:00, 190.89it/s, v_num=0]
Epoch 94: 32%|ββββ | 7/22 [00:00<00:00, 198.08it/s, v_num=0]
Epoch 94: 32%|ββββ | 7/22 [00:00<00:00, 191.31it/s, v_num=0]
Epoch 94: 36%|ββββ | 8/22 [00:00<00:00, 198.01it/s, v_num=0]
Epoch 94: 36%|ββββ | 8/22 [00:00<00:00, 191.78it/s, v_num=0]
Epoch 94: 41%|ββββ | 9/22 [00:00<00:00, 196.33it/s, v_num=0]
Epoch 94: 41%|ββββ | 9/22 [00:00<00:00, 191.57it/s, v_num=0]
Epoch 94: 45%|βββββ | 10/22 [00:00<00:00, 196.89it/s, v_num=0]
Epoch 94: 45%|βββββ | 10/22 [00:00<00:00, 192.64it/s, v_num=0]
Epoch 94: 50%|βββββ | 11/22 [00:00<00:00, 179.31it/s, v_num=0]
Epoch 94: 50%|βββββ | 11/22 [00:00<00:00, 173.35it/s, v_num=0]
Epoch 94: 55%|ββββββ | 12/22 [00:00<00:00, 172.00it/s, v_num=0]
Epoch 94: 55%|ββββββ | 12/22 [00:00<00:00, 169.72it/s, v_num=0]
Epoch 94: 59%|ββββββ | 13/22 [00:00<00:00, 161.23it/s, v_num=0]
Epoch 94: 59%|ββββββ | 13/22 [00:00<00:00, 156.38it/s, v_num=0]
Epoch 94: 64%|βββββββ | 14/22 [00:00<00:00, 157.37it/s, v_num=0]
Epoch 94: 64%|βββββββ | 14/22 [00:00<00:00, 155.22it/s, v_num=0]
Epoch 94: 68%|βββββββ | 15/22 [00:00<00:00, 159.71it/s, v_num=0]
Epoch 94: 68%|βββββββ | 15/22 [00:00<00:00, 157.51it/s, v_num=0]
Epoch 94: 73%|ββββββββ | 16/22 [00:00<00:00, 161.82it/s, v_num=0]
Epoch 94: 73%|ββββββββ | 16/22 [00:00<00:00, 159.87it/s, v_num=0]
Epoch 94: 77%|ββββββββ | 17/22 [00:00<00:00, 163.09it/s, v_num=0]
Epoch 94: 77%|ββββββββ | 17/22 [00:00<00:00, 161.11it/s, v_num=0]
Epoch 94: 82%|βββββββββ | 18/22 [00:00<00:00, 164.68it/s, v_num=0]
Epoch 94: 82%|βββββββββ | 18/22 [00:00<00:00, 163.02it/s, v_num=0]
Epoch 94: 86%|βββββββββ | 19/22 [00:00<00:00, 166.70it/s, v_num=0]
Epoch 94: 86%|βββββββββ | 19/22 [00:00<00:00, 164.81it/s, v_num=0]
Epoch 94: 91%|βββββββββ | 20/22 [00:00<00:00, 168.01it/s, v_num=0]
Epoch 94: 91%|βββββββββ | 20/22 [00:00<00:00, 166.36it/s, v_num=0]
Epoch 94: 95%|ββββββββββ| 21/22 [00:00<00:00, 169.49it/s, v_num=0]
Epoch 94: 95%|ββββββββββ| 21/22 [00:00<00:00, 167.82it/s, v_num=0]
Epoch 94: 100%|ββββββββββ| 22/22 [00:00<00:00, 170.88it/s, v_num=0]
Epoch 94: 100%|ββββββββββ| 22/22 [00:00<00:00, 169.36it/s, v_num=0]
Epoch 94: 100%|ββββββββββ| 22/22 [00:00<00:00, 167.85it/s, v_num=0]
Epoch 94: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 95: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 95: 5%|β | 1/22 [00:00<00:00, 191.14it/s, v_num=0]
Epoch 95: 5%|β | 1/22 [00:00<00:00, 157.16it/s, v_num=0]
Epoch 95: 9%|β | 2/22 [00:00<00:00, 198.80it/s, v_num=0]
Epoch 95: 9%|β | 2/22 [00:00<00:00, 177.73it/s, v_num=0]
Epoch 95: 14%|ββ | 3/22 [00:00<00:00, 198.64it/s, v_num=0]
Epoch 95: 14%|ββ | 3/22 [00:00<00:00, 183.74it/s, v_num=0]
Epoch 95: 18%|ββ | 4/22 [00:00<00:00, 196.84it/s, v_num=0]
Epoch 95: 18%|ββ | 4/22 [00:00<00:00, 186.78it/s, v_num=0]
Epoch 95: 23%|βββ | 5/22 [00:00<00:00, 200.36it/s, v_num=0]
Epoch 95: 23%|βββ | 5/22 [00:00<00:00, 191.64it/s, v_num=0]
Epoch 95: 27%|βββ | 6/22 [00:00<00:00, 198.52it/s, v_num=0]
Epoch 95: 27%|βββ | 6/22 [00:00<00:00, 184.14it/s, v_num=0]
Epoch 95: 32%|ββββ | 7/22 [00:00<00:00, 190.26it/s, v_num=0]
Epoch 95: 32%|ββββ | 7/22 [00:00<00:00, 184.30it/s, v_num=0]
Epoch 95: 36%|ββββ | 8/22 [00:00<00:00, 190.68it/s, v_num=0]
Epoch 95: 36%|ββββ | 8/22 [00:00<00:00, 185.55it/s, v_num=0]
Epoch 95: 41%|ββββ | 9/22 [00:00<00:00, 191.99it/s, v_num=0]
Epoch 95: 41%|ββββ | 9/22 [00:00<00:00, 187.39it/s, v_num=0]
Epoch 95: 45%|βββββ | 10/22 [00:00<00:00, 192.93it/s, v_num=0]
Epoch 95: 45%|βββββ | 10/22 [00:00<00:00, 189.80it/s, v_num=0]
Epoch 95: 50%|βββββ | 11/22 [00:00<00:00, 187.44it/s, v_num=0]
Epoch 95: 50%|βββββ | 11/22 [00:00<00:00, 184.11it/s, v_num=0]
Epoch 95: 55%|ββββββ | 12/22 [00:00<00:00, 184.67it/s, v_num=0]
Epoch 95: 55%|ββββββ | 12/22 [00:00<00:00, 180.51it/s, v_num=0]
Epoch 95: 59%|ββββββ | 13/22 [00:00<00:00, 178.89it/s, v_num=0]
Epoch 95: 59%|ββββββ | 13/22 [00:00<00:00, 176.30it/s, v_num=0]
Epoch 95: 64%|βββββββ | 14/22 [00:00<00:00, 176.12it/s, v_num=0]
Epoch 95: 64%|βββββββ | 14/22 [00:00<00:00, 173.79it/s, v_num=0]
Epoch 95: 68%|βββββββ | 15/22 [00:00<00:00, 175.56it/s, v_num=0]
Epoch 95: 68%|βββββββ | 15/22 [00:00<00:00, 173.81it/s, v_num=0]
Epoch 95: 73%|ββββββββ | 16/22 [00:00<00:00, 175.52it/s, v_num=0]
Epoch 95: 73%|ββββββββ | 16/22 [00:00<00:00, 171.81it/s, v_num=0]
Epoch 95: 77%|ββββββββ | 17/22 [00:00<00:00, 172.80it/s, v_num=0]
Epoch 95: 77%|ββββββββ | 17/22 [00:00<00:00, 169.26it/s, v_num=0]
Epoch 95: 82%|βββββββββ | 18/22 [00:00<00:00, 169.70it/s, v_num=0]
Epoch 95: 82%|βββββββββ | 18/22 [00:00<00:00, 168.15it/s, v_num=0]
Epoch 95: 86%|βββββββββ | 19/22 [00:00<00:00, 166.62it/s, v_num=0]
Epoch 95: 86%|βββββββββ | 19/22 [00:00<00:00, 165.40it/s, v_num=0]
Epoch 95: 91%|βββββββββ | 20/22 [00:00<00:00, 167.20it/s, v_num=0]
Epoch 95: 91%|βββββββββ | 20/22 [00:00<00:00, 165.70it/s, v_num=0]
Epoch 95: 95%|ββββββββββ| 21/22 [00:00<00:00, 167.10it/s, v_num=0]
Epoch 95: 95%|ββββββββββ| 21/22 [00:00<00:00, 165.66it/s, v_num=0]
Epoch 95: 100%|ββββββββββ| 22/22 [00:00<00:00, 165.07it/s, v_num=0]
Epoch 95: 100%|ββββββββββ| 22/22 [00:00<00:00, 162.32it/s, v_num=0]
Epoch 95: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.77it/s, v_num=0]
Epoch 95: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 96: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 96: 5%|β | 1/22 [00:00<00:00, 168.51it/s, v_num=0]
Epoch 96: 5%|β | 1/22 [00:00<00:00, 124.45it/s, v_num=0]
Epoch 96: 9%|β | 2/22 [00:00<00:00, 152.39it/s, v_num=0]
Epoch 96: 9%|β | 2/22 [00:00<00:00, 141.52it/s, v_num=0]
Epoch 96: 14%|ββ | 3/22 [00:00<00:00, 155.36it/s, v_num=0]
Epoch 96: 14%|ββ | 3/22 [00:00<00:00, 144.07it/s, v_num=0]
Epoch 96: 18%|ββ | 4/22 [00:00<00:00, 157.14it/s, v_num=0]
Epoch 96: 18%|ββ | 4/22 [00:00<00:00, 145.51it/s, v_num=0]
Epoch 96: 23%|βββ | 5/22 [00:00<00:00, 152.81it/s, v_num=0]
Epoch 96: 23%|βββ | 5/22 [00:00<00:00, 143.01it/s, v_num=0]
Epoch 96: 27%|βββ | 6/22 [00:00<00:00, 150.19it/s, v_num=0]
Epoch 96: 27%|βββ | 6/22 [00:00<00:00, 142.85it/s, v_num=0]
Epoch 96: 32%|ββββ | 7/22 [00:00<00:00, 149.29it/s, v_num=0]
Epoch 96: 32%|ββββ | 7/22 [00:00<00:00, 143.63it/s, v_num=0]
Epoch 96: 36%|ββββ | 8/22 [00:00<00:00, 149.80it/s, v_num=0]
Epoch 96: 36%|ββββ | 8/22 [00:00<00:00, 144.97it/s, v_num=0]
Epoch 96: 41%|ββββ | 9/22 [00:00<00:00, 149.83it/s, v_num=0]
Epoch 96: 41%|ββββ | 9/22 [00:00<00:00, 144.44it/s, v_num=0]
Epoch 96: 45%|βββββ | 10/22 [00:00<00:00, 148.38it/s, v_num=0]
Epoch 96: 45%|βββββ | 10/22 [00:00<00:00, 143.64it/s, v_num=0]
Epoch 96: 50%|βββββ | 11/22 [00:00<00:00, 146.54it/s, v_num=0]
Epoch 96: 50%|βββββ | 11/22 [00:00<00:00, 144.42it/s, v_num=0]
Epoch 96: 55%|ββββββ | 12/22 [00:00<00:00, 147.40it/s, v_num=0]
Epoch 96: 55%|ββββββ | 12/22 [00:00<00:00, 143.63it/s, v_num=0]
Epoch 96: 59%|ββββββ | 13/22 [00:00<00:00, 147.25it/s, v_num=0]
Epoch 96: 59%|ββββββ | 13/22 [00:00<00:00, 144.10it/s, v_num=0]
Epoch 96: 64%|βββββββ | 14/22 [00:00<00:00, 145.11it/s, v_num=0]
Epoch 96: 64%|βββββββ | 14/22 [00:00<00:00, 143.46it/s, v_num=0]
Epoch 96: 68%|βββββββ | 15/22 [00:00<00:00, 146.03it/s, v_num=0]
Epoch 96: 68%|βββββββ | 15/22 [00:00<00:00, 144.58it/s, v_num=0]
Epoch 96: 73%|ββββββββ | 16/22 [00:00<00:00, 147.81it/s, v_num=0]
Epoch 96: 73%|ββββββββ | 16/22 [00:00<00:00, 144.86it/s, v_num=0]
Epoch 96: 77%|ββββββββ | 17/22 [00:00<00:00, 147.90it/s, v_num=0]
Epoch 96: 77%|ββββββββ | 17/22 [00:00<00:00, 146.92it/s, v_num=0]
Epoch 96: 82%|βββββββββ | 18/22 [00:00<00:00, 148.56it/s, v_num=0]
Epoch 96: 82%|βββββββββ | 18/22 [00:00<00:00, 145.79it/s, v_num=0]
Epoch 96: 86%|βββββββββ | 19/22 [00:00<00:00, 147.30it/s, v_num=0]
Epoch 96: 86%|βββββββββ | 19/22 [00:00<00:00, 145.05it/s, v_num=0]
Epoch 96: 91%|βββββββββ | 20/22 [00:00<00:00, 146.90it/s, v_num=0]
Epoch 96: 91%|βββββββββ | 20/22 [00:00<00:00, 144.63it/s, v_num=0]
Epoch 96: 95%|ββββββββββ| 21/22 [00:00<00:00, 146.66it/s, v_num=0]
Epoch 96: 95%|ββββββββββ| 21/22 [00:00<00:00, 144.51it/s, v_num=0]
Epoch 96: 100%|ββββββββββ| 22/22 [00:00<00:00, 146.19it/s, v_num=0]
Epoch 96: 100%|ββββββββββ| 22/22 [00:00<00:00, 144.23it/s, v_num=0]
Epoch 96: 100%|ββββββββββ| 22/22 [00:00<00:00, 143.25it/s, v_num=0]
Epoch 96: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 97: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 97: 5%|β | 1/22 [00:00<00:00, 142.68it/s, v_num=0]
Epoch 97: 5%|β | 1/22 [00:00<00:00, 108.91it/s, v_num=0]
Epoch 97: 9%|β | 2/22 [00:00<00:00, 138.54it/s, v_num=0]
Epoch 97: 9%|β | 2/22 [00:00<00:00, 129.42it/s, v_num=0]
Epoch 97: 14%|ββ | 3/22 [00:00<00:00, 143.84it/s, v_num=0]
Epoch 97: 14%|ββ | 3/22 [00:00<00:00, 131.04it/s, v_num=0]
Epoch 97: 18%|ββ | 4/22 [00:00<00:00, 144.32it/s, v_num=0]
Epoch 97: 18%|ββ | 4/22 [00:00<00:00, 135.54it/s, v_num=0]
Epoch 97: 23%|βββ | 5/22 [00:00<00:00, 145.60it/s, v_num=0]
Epoch 97: 23%|βββ | 5/22 [00:00<00:00, 137.58it/s, v_num=0]
Epoch 97: 27%|βββ | 6/22 [00:00<00:00, 146.19it/s, v_num=0]
Epoch 97: 27%|βββ | 6/22 [00:00<00:00, 141.24it/s, v_num=0]
Epoch 97: 32%|ββββ | 7/22 [00:00<00:00, 146.82it/s, v_num=0]
Epoch 97: 32%|ββββ | 7/22 [00:00<00:00, 144.01it/s, v_num=0]
Epoch 97: 36%|ββββ | 8/22 [00:00<00:00, 147.88it/s, v_num=0]
Epoch 97: 36%|ββββ | 8/22 [00:00<00:00, 145.70it/s, v_num=0]
Epoch 97: 41%|ββββ | 9/22 [00:00<00:00, 150.78it/s, v_num=0]
Epoch 97: 41%|ββββ | 9/22 [00:00<00:00, 148.64it/s, v_num=0]
Epoch 97: 45%|βββββ | 10/22 [00:00<00:00, 152.69it/s, v_num=0]
Epoch 97: 45%|βββββ | 10/22 [00:00<00:00, 150.78it/s, v_num=0]
Epoch 97: 50%|βββββ | 11/22 [00:00<00:00, 154.42it/s, v_num=0]
Epoch 97: 50%|βββββ | 11/22 [00:00<00:00, 150.23it/s, v_num=0]
Epoch 97: 55%|ββββββ | 12/22 [00:00<00:00, 153.35it/s, v_num=0]
Epoch 97: 55%|ββββββ | 12/22 [00:00<00:00, 149.29it/s, v_num=0]
Epoch 97: 59%|ββββββ | 13/22 [00:00<00:00, 151.02it/s, v_num=0]
Epoch 97: 59%|ββββββ | 13/22 [00:00<00:00, 149.63it/s, v_num=0]
Epoch 97: 64%|βββββββ | 14/22 [00:00<00:00, 152.64it/s, v_num=0]
Epoch 97: 64%|βββββββ | 14/22 [00:00<00:00, 151.34it/s, v_num=0]
Epoch 97: 68%|βββββββ | 15/22 [00:00<00:00, 152.60it/s, v_num=0]
Epoch 97: 68%|βββββββ | 15/22 [00:00<00:00, 151.27it/s, v_num=0]
Epoch 97: 73%|ββββββββ | 16/22 [00:00<00:00, 152.90it/s, v_num=0]
Epoch 97: 73%|ββββββββ | 16/22 [00:00<00:00, 151.58it/s, v_num=0]
Epoch 97: 77%|ββββββββ | 17/22 [00:00<00:00, 151.82it/s, v_num=0]
Epoch 97: 77%|ββββββββ | 17/22 [00:00<00:00, 150.66it/s, v_num=0]
Epoch 97: 82%|βββββββββ | 18/22 [00:00<00:00, 154.23it/s, v_num=0]
Epoch 97: 82%|βββββββββ | 18/22 [00:00<00:00, 153.19it/s, v_num=0]
Epoch 97: 86%|βββββββββ | 19/22 [00:00<00:00, 155.78it/s, v_num=0]
Epoch 97: 86%|βββββββββ | 19/22 [00:00<00:00, 154.65it/s, v_num=0]
Epoch 97: 91%|βββββββββ | 20/22 [00:00<00:00, 156.88it/s, v_num=0]
Epoch 97: 91%|βββββββββ | 20/22 [00:00<00:00, 155.97it/s, v_num=0]
Epoch 97: 95%|ββββββββββ| 21/22 [00:00<00:00, 158.41it/s, v_num=0]
Epoch 97: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.53it/s, v_num=0]
Epoch 97: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.59it/s, v_num=0]
Epoch 97: 100%|ββββββββββ| 22/22 [00:00<00:00, 158.46it/s, v_num=0]
Epoch 97: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.55it/s, v_num=0]
Epoch 97: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 98: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 98: 5%|β | 1/22 [00:00<00:00, 176.11it/s, v_num=0]
Epoch 98: 5%|β | 1/22 [00:00<00:00, 151.44it/s, v_num=0]
Epoch 98: 9%|β | 2/22 [00:00<00:00, 164.38it/s, v_num=0]
Epoch 98: 9%|β | 2/22 [00:00<00:00, 142.14it/s, v_num=0]
Epoch 98: 14%|ββ | 3/22 [00:00<00:00, 163.24it/s, v_num=0]
Epoch 98: 14%|ββ | 3/22 [00:00<00:00, 156.93it/s, v_num=0]
Epoch 98: 18%|ββ | 4/22 [00:00<00:00, 170.08it/s, v_num=0]
Epoch 98: 18%|ββ | 4/22 [00:00<00:00, 164.67it/s, v_num=0]
Epoch 98: 23%|βββ | 5/22 [00:00<00:00, 173.66it/s, v_num=0]
Epoch 98: 23%|βββ | 5/22 [00:00<00:00, 168.92it/s, v_num=0]
Epoch 98: 27%|βββ | 6/22 [00:00<00:00, 176.47it/s, v_num=0]
Epoch 98: 27%|βββ | 6/22 [00:00<00:00, 172.70it/s, v_num=0]
Epoch 98: 32%|ββββ | 7/22 [00:00<00:00, 178.06it/s, v_num=0]
Epoch 98: 32%|ββββ | 7/22 [00:00<00:00, 174.67it/s, v_num=0]
Epoch 98: 36%|ββββ | 8/22 [00:00<00:00, 179.43it/s, v_num=0]
Epoch 98: 36%|ββββ | 8/22 [00:00<00:00, 175.79it/s, v_num=0]
Epoch 98: 41%|ββββ | 9/22 [00:00<00:00, 179.24it/s, v_num=0]
Epoch 98: 41%|ββββ | 9/22 [00:00<00:00, 176.58it/s, v_num=0]
Epoch 98: 45%|βββββ | 10/22 [00:00<00:00, 177.84it/s, v_num=0]
Epoch 98: 45%|βββββ | 10/22 [00:00<00:00, 172.32it/s, v_num=0]
Epoch 98: 50%|βββββ | 11/22 [00:00<00:00, 175.22it/s, v_num=0]
Epoch 98: 50%|βββββ | 11/22 [00:00<00:00, 172.61it/s, v_num=0]
Epoch 98: 55%|ββββββ | 12/22 [00:00<00:00, 174.90it/s, v_num=0]
Epoch 98: 55%|ββββββ | 12/22 [00:00<00:00, 172.44it/s, v_num=0]
Epoch 98: 59%|ββββββ | 13/22 [00:00<00:00, 175.63it/s, v_num=0]
Epoch 98: 59%|ββββββ | 13/22 [00:00<00:00, 170.82it/s, v_num=0]
Epoch 98: 64%|βββββββ | 14/22 [00:00<00:00, 171.08it/s, v_num=0]
Epoch 98: 64%|βββββββ | 14/22 [00:00<00:00, 169.30it/s, v_num=0]
Epoch 98: 68%|βββββββ | 15/22 [00:00<00:00, 170.78it/s, v_num=0]
Epoch 98: 68%|βββββββ | 15/22 [00:00<00:00, 169.16it/s, v_num=0]
Epoch 98: 73%|ββββββββ | 16/22 [00:00<00:00, 170.42it/s, v_num=0]
Epoch 98: 73%|ββββββββ | 16/22 [00:00<00:00, 168.90it/s, v_num=0]
Epoch 98: 77%|ββββββββ | 17/22 [00:00<00:00, 170.61it/s, v_num=0]
Epoch 98: 77%|ββββββββ | 17/22 [00:00<00:00, 169.12it/s, v_num=0]
Epoch 98: 82%|βββββββββ | 18/22 [00:00<00:00, 170.69it/s, v_num=0]
Epoch 98: 82%|βββββββββ | 18/22 [00:00<00:00, 169.34it/s, v_num=0]
Epoch 98: 86%|βββββββββ | 19/22 [00:00<00:00, 169.62it/s, v_num=0]
Epoch 98: 86%|βββββββββ | 19/22 [00:00<00:00, 168.41it/s, v_num=0]
Epoch 98: 91%|βββββββββ | 20/22 [00:00<00:00, 168.32it/s, v_num=0]
Epoch 98: 91%|βββββββββ | 20/22 [00:00<00:00, 167.05it/s, v_num=0]
Epoch 98: 95%|ββββββββββ| 21/22 [00:00<00:00, 168.30it/s, v_num=0]
Epoch 98: 95%|ββββββββββ| 21/22 [00:00<00:00, 167.09it/s, v_num=0]
Epoch 98: 100%|ββββββββββ| 22/22 [00:00<00:00, 168.29it/s, v_num=0]
Epoch 98: 100%|ββββββββββ| 22/22 [00:00<00:00, 167.15it/s, v_num=0]
Epoch 98: 100%|ββββββββββ| 22/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 98: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 99: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 99: 5%|β | 1/22 [00:00<00:00, 150.66it/s, v_num=0]
Epoch 99: 5%|β | 1/22 [00:00<00:00, 133.28it/s, v_num=0]
Epoch 99: 9%|β | 2/22 [00:00<00:00, 167.55it/s, v_num=0]
Epoch 99: 9%|β | 2/22 [00:00<00:00, 157.81it/s, v_num=0]
Epoch 99: 14%|ββ | 3/22 [00:00<00:00, 166.38it/s, v_num=0]
Epoch 99: 14%|ββ | 3/22 [00:00<00:00, 158.48it/s, v_num=0]
Epoch 99: 18%|ββ | 4/22 [00:00<00:00, 169.13it/s, v_num=0]
Epoch 99: 18%|ββ | 4/22 [00:00<00:00, 164.11it/s, v_num=0]
Epoch 99: 23%|βββ | 5/22 [00:00<00:00, 168.46it/s, v_num=0]
Epoch 99: 23%|βββ | 5/22 [00:00<00:00, 161.53it/s, v_num=0]
Epoch 99: 27%|βββ | 6/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 99: 27%|βββ | 6/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 99: 32%|ββββ | 7/22 [00:00<00:00, 170.02it/s, v_num=0]
Epoch 99: 32%|ββββ | 7/22 [00:00<00:00, 166.48it/s, v_num=0]
Epoch 99: 36%|ββββ | 8/22 [00:00<00:00, 169.22it/s, v_num=0]
Epoch 99: 36%|ββββ | 8/22 [00:00<00:00, 163.08it/s, v_num=0]
Epoch 99: 41%|ββββ | 9/22 [00:00<00:00, 170.16it/s, v_num=0]
Epoch 99: 41%|ββββ | 9/22 [00:00<00:00, 167.48it/s, v_num=0]
Epoch 99: 45%|βββββ | 10/22 [00:00<00:00, 173.12it/s, v_num=0]
Epoch 99: 45%|βββββ | 10/22 [00:00<00:00, 170.95it/s, v_num=0]
Epoch 99: 50%|βββββ | 11/22 [00:00<00:00, 173.91it/s, v_num=0]
Epoch 99: 50%|βββββ | 11/22 [00:00<00:00, 171.52it/s, v_num=0]
Epoch 99: 55%|ββββββ | 12/22 [00:00<00:00, 174.05it/s, v_num=0]
Epoch 99: 55%|ββββββ | 12/22 [00:00<00:00, 171.99it/s, v_num=0]
Epoch 99: 59%|ββββββ | 13/22 [00:00<00:00, 174.35it/s, v_num=0]
Epoch 99: 59%|ββββββ | 13/22 [00:00<00:00, 170.48it/s, v_num=0]
Epoch 99: 64%|βββββββ | 14/22 [00:00<00:00, 170.60it/s, v_num=0]
Epoch 99: 64%|βββββββ | 14/22 [00:00<00:00, 169.12it/s, v_num=0]
Epoch 99: 68%|βββββββ | 15/22 [00:00<00:00, 172.23it/s, v_num=0]
Epoch 99: 68%|βββββββ | 15/22 [00:00<00:00, 168.44it/s, v_num=0]
Epoch 99: 73%|ββββββββ | 16/22 [00:00<00:00, 171.36it/s, v_num=0]
Epoch 99: 73%|ββββββββ | 16/22 [00:00<00:00, 167.74it/s, v_num=0]
Epoch 99: 77%|ββββββββ | 17/22 [00:00<00:00, 170.30it/s, v_num=0]
Epoch 99: 77%|ββββββββ | 17/22 [00:00<00:00, 168.93it/s, v_num=0]
Epoch 99: 82%|βββββββββ | 18/22 [00:00<00:00, 171.31it/s, v_num=0]
Epoch 99: 82%|βββββββββ | 18/22 [00:00<00:00, 168.57it/s, v_num=0]
Epoch 99: 86%|βββββββββ | 19/22 [00:00<00:00, 170.02it/s, v_num=0]
Epoch 99: 86%|βββββββββ | 19/22 [00:00<00:00, 167.57it/s, v_num=0]
Epoch 99: 91%|βββββββββ | 20/22 [00:00<00:00, 169.51it/s, v_num=0]
Epoch 99: 91%|βββββββββ | 20/22 [00:00<00:00, 166.98it/s, v_num=0]
Epoch 99: 95%|ββββββββββ| 21/22 [00:00<00:00, 169.35it/s, v_num=0]
Epoch 99: 95%|ββββββββββ| 21/22 [00:00<00:00, 166.53it/s, v_num=0]
Epoch 99: 100%|ββββββββββ| 22/22 [00:00<00:00, 165.07it/s, v_num=0]
Epoch 99: 100%|ββββββββββ| 22/22 [00:00<00:00, 163.89it/s, v_num=0]
Epoch 99: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.89it/s, v_num=0]
Epoch 99: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 100: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 100: 5%|β | 1/22 [00:00<00:00, 180.58it/s, v_num=0]
Epoch 100: 5%|β | 1/22 [00:00<00:00, 152.79it/s, v_num=0]
Epoch 100: 9%|β | 2/22 [00:00<00:00, 179.78it/s, v_num=0]
Epoch 100: 9%|β | 2/22 [00:00<00:00, 147.52it/s, v_num=0]
Epoch 100: 14%|ββ | 3/22 [00:00<00:00, 159.23it/s, v_num=0]
Epoch 100: 14%|ββ | 3/22 [00:00<00:00, 152.53it/s, v_num=0]
Epoch 100: 18%|ββ | 4/22 [00:00<00:00, 157.58it/s, v_num=0]
Epoch 100: 18%|ββ | 4/22 [00:00<00:00, 152.69it/s, v_num=0]
Epoch 100: 23%|βββ | 5/22 [00:00<00:00, 157.87it/s, v_num=0]
Epoch 100: 23%|βββ | 5/22 [00:00<00:00, 153.39it/s, v_num=0]
Epoch 100: 27%|βββ | 6/22 [00:00<00:00, 155.80it/s, v_num=0]
Epoch 100: 27%|βββ | 6/22 [00:00<00:00, 150.84it/s, v_num=0]
Epoch 100: 32%|ββββ | 7/22 [00:00<00:00, 156.63it/s, v_num=0]
Epoch 100: 32%|ββββ | 7/22 [00:00<00:00, 149.81it/s, v_num=0]
Epoch 100: 36%|ββββ | 8/22 [00:00<00:00, 158.25it/s, v_num=0]
Epoch 100: 36%|ββββ | 8/22 [00:00<00:00, 155.72it/s, v_num=0]
Epoch 100: 41%|ββββ | 9/22 [00:00<00:00, 161.71it/s, v_num=0]
Epoch 100: 41%|ββββ | 9/22 [00:00<00:00, 159.41it/s, v_num=0]
Epoch 100: 45%|βββββ | 10/22 [00:00<00:00, 162.59it/s, v_num=0]
Epoch 100: 45%|βββββ | 10/22 [00:00<00:00, 159.22it/s, v_num=0]
Epoch 100: 50%|βββββ | 11/22 [00:00<00:00, 165.11it/s, v_num=0]
Epoch 100: 50%|βββββ | 11/22 [00:00<00:00, 162.35it/s, v_num=0]
Epoch 100: 55%|ββββββ | 12/22 [00:00<00:00, 168.93it/s, v_num=0]
Epoch 100: 55%|ββββββ | 12/22 [00:00<00:00, 166.03it/s, v_num=0]
Epoch 100: 59%|ββββββ | 13/22 [00:00<00:00, 170.15it/s, v_num=0]
Epoch 100: 59%|ββββββ | 13/22 [00:00<00:00, 167.81it/s, v_num=0]
Epoch 100: 64%|βββββββ | 14/22 [00:00<00:00, 172.05it/s, v_num=0]
Epoch 100: 64%|βββββββ | 14/22 [00:00<00:00, 169.88it/s, v_num=0]
Epoch 100: 68%|βββββββ | 15/22 [00:00<00:00, 174.20it/s, v_num=0]
Epoch 100: 68%|βββββββ | 15/22 [00:00<00:00, 172.18it/s, v_num=0]
Epoch 100: 73%|ββββββββ | 16/22 [00:00<00:00, 177.06it/s, v_num=0]
Epoch 100: 73%|ββββββββ | 16/22 [00:00<00:00, 174.17it/s, v_num=0]
Epoch 100: 77%|ββββββββ | 17/22 [00:00<00:00, 178.80it/s, v_num=0]
Epoch 100: 77%|ββββββββ | 17/22 [00:00<00:00, 176.76it/s, v_num=0]
Epoch 100: 82%|βββββββββ | 18/22 [00:00<00:00, 180.62it/s, v_num=0]
Epoch 100: 82%|βββββββββ | 18/22 [00:00<00:00, 178.69it/s, v_num=0]
Epoch 100: 86%|βββββββββ | 19/22 [00:00<00:00, 181.38it/s, v_num=0]
Epoch 100: 86%|βββββββββ | 19/22 [00:00<00:00, 179.54it/s, v_num=0]
Epoch 100: 91%|βββββββββ | 20/22 [00:00<00:00, 181.78it/s, v_num=0]
Epoch 100: 91%|βββββββββ | 20/22 [00:00<00:00, 179.90it/s, v_num=0]
Epoch 100: 95%|ββββββββββ| 21/22 [00:00<00:00, 182.81it/s, v_num=0]
Epoch 100: 95%|ββββββββββ| 21/22 [00:00<00:00, 181.08it/s, v_num=0]
Epoch 100: 100%|ββββββββββ| 22/22 [00:00<00:00, 183.45it/s, v_num=0]
Epoch 100: 100%|ββββββββββ| 22/22 [00:00<00:00, 180.05it/s, v_num=0]
Epoch 100: 100%|ββββββββββ| 22/22 [00:00<00:00, 176.76it/s, v_num=0]
Epoch 100: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 101: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 101: 5%|β | 1/22 [00:00<00:00, 201.17it/s, v_num=0]
Epoch 101: 5%|β | 1/22 [00:00<00:00, 159.90it/s, v_num=0]
Epoch 101: 9%|β | 2/22 [00:00<00:00, 170.36it/s, v_num=0]
Epoch 101: 9%|β | 2/22 [00:00<00:00, 154.16it/s, v_num=0]
Epoch 101: 14%|ββ | 3/22 [00:00<00:00, 175.69it/s, v_num=0]
Epoch 101: 14%|ββ | 3/22 [00:00<00:00, 163.18it/s, v_num=0]
Epoch 101: 18%|ββ | 4/22 [00:00<00:00, 179.22it/s, v_num=0]
Epoch 101: 18%|ββ | 4/22 [00:00<00:00, 170.69it/s, v_num=0]
Epoch 101: 23%|βββ | 5/22 [00:00<00:00, 180.39it/s, v_num=0]
Epoch 101: 23%|βββ | 5/22 [00:00<00:00, 173.36it/s, v_num=0]
Epoch 101: 27%|βββ | 6/22 [00:00<00:00, 182.65it/s, v_num=0]
Epoch 101: 27%|βββ | 6/22 [00:00<00:00, 176.24it/s, v_num=0]
Epoch 101: 32%|ββββ | 7/22 [00:00<00:00, 184.84it/s, v_num=0]
Epoch 101: 32%|ββββ | 7/22 [00:00<00:00, 178.01it/s, v_num=0]
Epoch 101: 36%|ββββ | 8/22 [00:00<00:00, 167.55it/s, v_num=0]
Epoch 101: 36%|ββββ | 8/22 [00:00<00:00, 163.95it/s, v_num=0]
Epoch 101: 41%|ββββ | 9/22 [00:00<00:00, 171.78it/s, v_num=0]
Epoch 101: 41%|ββββ | 9/22 [00:00<00:00, 168.24it/s, v_num=0]
Epoch 101: 45%|βββββ | 10/22 [00:00<00:00, 174.26it/s, v_num=0]
Epoch 101: 45%|βββββ | 10/22 [00:00<00:00, 170.35it/s, v_num=0]
Epoch 101: 50%|βββββ | 11/22 [00:00<00:00, 175.49it/s, v_num=0]
Epoch 101: 50%|βββββ | 11/22 [00:00<00:00, 172.33it/s, v_num=0]
Epoch 101: 55%|ββββββ | 12/22 [00:00<00:00, 176.78it/s, v_num=0]
Epoch 101: 55%|ββββββ | 12/22 [00:00<00:00, 173.95it/s, v_num=0]
Epoch 101: 59%|ββββββ | 13/22 [00:00<00:00, 175.10it/s, v_num=0]
Epoch 101: 59%|ββββββ | 13/22 [00:00<00:00, 171.00it/s, v_num=0]
Epoch 101: 64%|βββββββ | 14/22 [00:00<00:00, 174.38it/s, v_num=0]
Epoch 101: 64%|βββββββ | 14/22 [00:00<00:00, 165.93it/s, v_num=0]
Epoch 101: 68%|βββββββ | 15/22 [00:00<00:00, 170.10it/s, v_num=0]
Epoch 101: 68%|βββββββ | 15/22 [00:00<00:00, 167.57it/s, v_num=0]
Epoch 101: 73%|ββββββββ | 16/22 [00:00<00:00, 171.07it/s, v_num=0]
Epoch 101: 73%|ββββββββ | 16/22 [00:00<00:00, 168.86it/s, v_num=0]
Epoch 101: 77%|ββββββββ | 17/22 [00:00<00:00, 171.67it/s, v_num=0]
Epoch 101: 77%|ββββββββ | 17/22 [00:00<00:00, 169.79it/s, v_num=0]
Epoch 101: 82%|βββββββββ | 18/22 [00:00<00:00, 173.83it/s, v_num=0]
Epoch 101: 82%|βββββββββ | 18/22 [00:00<00:00, 172.06it/s, v_num=0]
Epoch 101: 86%|βββββββββ | 19/22 [00:00<00:00, 174.94it/s, v_num=0]
Epoch 101: 86%|βββββββββ | 19/22 [00:00<00:00, 173.02it/s, v_num=0]
Epoch 101: 91%|βββββββββ | 20/22 [00:00<00:00, 176.79it/s, v_num=0]
Epoch 101: 91%|βββββββββ | 20/22 [00:00<00:00, 175.03it/s, v_num=0]
Epoch 101: 95%|ββββββββββ| 21/22 [00:00<00:00, 178.11it/s, v_num=0]
Epoch 101: 95%|ββββββββββ| 21/22 [00:00<00:00, 176.43it/s, v_num=0]
Epoch 101: 100%|ββββββββββ| 22/22 [00:00<00:00, 177.08it/s, v_num=0]
Epoch 101: 100%|ββββββββββ| 22/22 [00:00<00:00, 175.43it/s, v_num=0]
Epoch 101: 100%|ββββββββββ| 22/22 [00:00<00:00, 173.94it/s, v_num=0]
Epoch 101: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 102: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 102: 5%|β | 1/22 [00:00<00:00, 205.45it/s, v_num=0]
Epoch 102: 5%|β | 1/22 [00:00<00:00, 169.08it/s, v_num=0]
Epoch 102: 9%|β | 2/22 [00:00<00:00, 204.39it/s, v_num=0]
Epoch 102: 9%|β | 2/22 [00:00<00:00, 182.14it/s, v_num=0]
Epoch 102: 14%|ββ | 3/22 [00:00<00:00, 198.08it/s, v_num=0]
Epoch 102: 14%|ββ | 3/22 [00:00<00:00, 182.65it/s, v_num=0]
Epoch 102: 18%|ββ | 4/22 [00:00<00:00, 196.28it/s, v_num=0]
Epoch 102: 18%|ββ | 4/22 [00:00<00:00, 185.90it/s, v_num=0]
Epoch 102: 23%|βββ | 5/22 [00:00<00:00, 194.59it/s, v_num=0]
Epoch 102: 23%|βββ | 5/22 [00:00<00:00, 179.68it/s, v_num=0]
Epoch 102: 27%|βββ | 6/22 [00:00<00:00, 184.82it/s, v_num=0]
Epoch 102: 27%|βββ | 6/22 [00:00<00:00, 173.93it/s, v_num=0]
Epoch 102: 32%|ββββ | 7/22 [00:00<00:00, 171.22it/s, v_num=0]
Epoch 102: 32%|ββββ | 7/22 [00:00<00:00, 167.76it/s, v_num=0]
Epoch 102: 36%|ββββ | 8/22 [00:00<00:00, 171.64it/s, v_num=0]
Epoch 102: 36%|ββββ | 8/22 [00:00<00:00, 164.00it/s, v_num=0]
Epoch 102: 41%|ββββ | 9/22 [00:00<00:00, 167.39it/s, v_num=0]
Epoch 102: 41%|ββββ | 9/22 [00:00<00:00, 163.85it/s, v_num=0]
Epoch 102: 45%|βββββ | 10/22 [00:00<00:00, 165.89it/s, v_num=0]
Epoch 102: 45%|βββββ | 10/22 [00:00<00:00, 163.50it/s, v_num=0]
Epoch 102: 50%|βββββ | 11/22 [00:00<00:00, 168.92it/s, v_num=0]
Epoch 102: 50%|βββββ | 11/22 [00:00<00:00, 166.53it/s, v_num=0]
Epoch 102: 55%|ββββββ | 12/22 [00:00<00:00, 166.85it/s, v_num=0]
Epoch 102: 55%|ββββββ | 12/22 [00:00<00:00, 164.89it/s, v_num=0]
Epoch 102: 59%|ββββββ | 13/22 [00:00<00:00, 167.51it/s, v_num=0]
Epoch 102: 59%|ββββββ | 13/22 [00:00<00:00, 165.75it/s, v_num=0]
Epoch 102: 64%|βββββββ | 14/22 [00:00<00:00, 168.18it/s, v_num=0]
Epoch 102: 64%|βββββββ | 14/22 [00:00<00:00, 166.70it/s, v_num=0]
Epoch 102: 68%|βββββββ | 15/22 [00:00<00:00, 168.26it/s, v_num=0]
Epoch 102: 68%|βββββββ | 15/22 [00:00<00:00, 166.85it/s, v_num=0]
Epoch 102: 73%|ββββββββ | 16/22 [00:00<00:00, 168.73it/s, v_num=0]
Epoch 102: 73%|ββββββββ | 16/22 [00:00<00:00, 167.31it/s, v_num=0]
Epoch 102: 77%|ββββββββ | 17/22 [00:00<00:00, 165.29it/s, v_num=0]
Epoch 102: 77%|ββββββββ | 17/22 [00:00<00:00, 163.11it/s, v_num=0]
Epoch 102: 82%|βββββββββ | 18/22 [00:00<00:00, 166.68it/s, v_num=0]
Epoch 102: 82%|βββββββββ | 18/22 [00:00<00:00, 164.72it/s, v_num=0]
Epoch 102: 86%|βββββββββ | 19/22 [00:00<00:00, 168.17it/s, v_num=0]
Epoch 102: 86%|βββββββββ | 19/22 [00:00<00:00, 166.28it/s, v_num=0]
Epoch 102: 91%|βββββββββ | 20/22 [00:00<00:00, 169.25it/s, v_num=0]
Epoch 102: 91%|βββββββββ | 20/22 [00:00<00:00, 167.40it/s, v_num=0]
Epoch 102: 95%|ββββββββββ| 21/22 [00:00<00:00, 170.44it/s, v_num=0]
Epoch 102: 95%|ββββββββββ| 21/22 [00:00<00:00, 168.78it/s, v_num=0]
Epoch 102: 100%|ββββββββββ| 22/22 [00:00<00:00, 171.47it/s, v_num=0]
Epoch 102: 100%|ββββββββββ| 22/22 [00:00<00:00, 169.87it/s, v_num=0]
Epoch 102: 100%|ββββββββββ| 22/22 [00:00<00:00, 168.25it/s, v_num=0]
Epoch 102: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 103: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 103: 5%|β | 1/22 [00:00<00:00, 202.48it/s, v_num=0]
Epoch 103: 5%|β | 1/22 [00:00<00:00, 161.35it/s, v_num=0]
Epoch 103: 9%|β | 2/22 [00:00<00:00, 200.09it/s, v_num=0]
Epoch 103: 9%|β | 2/22 [00:00<00:00, 181.11it/s, v_num=0]
Epoch 103: 14%|ββ | 3/22 [00:00<00:00, 203.96it/s, v_num=0]
Epoch 103: 14%|ββ | 3/22 [00:00<00:00, 189.58it/s, v_num=0]
Epoch 103: 18%|ββ | 4/22 [00:00<00:00, 200.96it/s, v_num=0]
Epoch 103: 18%|ββ | 4/22 [00:00<00:00, 190.05it/s, v_num=0]
Epoch 103: 23%|βββ | 5/22 [00:00<00:00, 199.50it/s, v_num=0]
Epoch 103: 23%|βββ | 5/22 [00:00<00:00, 191.22it/s, v_num=0]
Epoch 103: 27%|βββ | 6/22 [00:00<00:00, 202.73it/s, v_num=0]
Epoch 103: 27%|βββ | 6/22 [00:00<00:00, 194.64it/s, v_num=0]
Epoch 103: 32%|ββββ | 7/22 [00:00<00:00, 204.06it/s, v_num=0]
Epoch 103: 32%|ββββ | 7/22 [00:00<00:00, 197.24it/s, v_num=0]
Epoch 103: 36%|ββββ | 8/22 [00:00<00:00, 203.64it/s, v_num=0]
Epoch 103: 36%|ββββ | 8/22 [00:00<00:00, 197.71it/s, v_num=0]
Epoch 103: 41%|ββββ | 9/22 [00:00<00:00, 204.26it/s, v_num=0]
Epoch 103: 41%|ββββ | 9/22 [00:00<00:00, 199.09it/s, v_num=0]
Epoch 103: 45%|βββββ | 10/22 [00:00<00:00, 204.40it/s, v_num=0]
Epoch 103: 45%|βββββ | 10/22 [00:00<00:00, 200.06it/s, v_num=0]
Epoch 103: 50%|βββββ | 11/22 [00:00<00:00, 204.70it/s, v_num=0]
Epoch 103: 50%|βββββ | 11/22 [00:00<00:00, 200.72it/s, v_num=0]
Epoch 103: 55%|ββββββ | 12/22 [00:00<00:00, 203.19it/s, v_num=0]
Epoch 103: 55%|ββββββ | 12/22 [00:00<00:00, 198.98it/s, v_num=0]
Epoch 103: 59%|ββββββ | 13/22 [00:00<00:00, 199.09it/s, v_num=0]
Epoch 103: 59%|ββββββ | 13/22 [00:00<00:00, 195.59it/s, v_num=0]
Epoch 103: 64%|βββββββ | 14/22 [00:00<00:00, 200.90it/s, v_num=0]
Epoch 103: 64%|βββββββ | 14/22 [00:00<00:00, 197.69it/s, v_num=0]
Epoch 103: 68%|βββββββ | 15/22 [00:00<00:00, 201.53it/s, v_num=0]
Epoch 103: 68%|βββββββ | 15/22 [00:00<00:00, 198.67it/s, v_num=0]
Epoch 103: 73%|ββββββββ | 16/22 [00:00<00:00, 201.81it/s, v_num=0]
Epoch 103: 73%|ββββββββ | 16/22 [00:00<00:00, 198.12it/s, v_num=0]
Epoch 103: 77%|ββββββββ | 17/22 [00:00<00:00, 201.34it/s, v_num=0]
Epoch 103: 77%|ββββββββ | 17/22 [00:00<00:00, 198.83it/s, v_num=0]
Epoch 103: 82%|βββββββββ | 18/22 [00:00<00:00, 202.30it/s, v_num=0]
Epoch 103: 82%|βββββββββ | 18/22 [00:00<00:00, 199.84it/s, v_num=0]
Epoch 103: 86%|βββββββββ | 19/22 [00:00<00:00, 202.12it/s, v_num=0]
Epoch 103: 86%|βββββββββ | 19/22 [00:00<00:00, 199.72it/s, v_num=0]
Epoch 103: 91%|βββββββββ | 20/22 [00:00<00:00, 201.28it/s, v_num=0]
Epoch 103: 91%|βββββββββ | 20/22 [00:00<00:00, 198.77it/s, v_num=0]
Epoch 103: 95%|ββββββββββ| 21/22 [00:00<00:00, 201.73it/s, v_num=0]
Epoch 103: 95%|ββββββββββ| 21/22 [00:00<00:00, 199.57it/s, v_num=0]
Epoch 103: 100%|ββββββββββ| 22/22 [00:00<00:00, 201.35it/s, v_num=0]
Epoch 103: 100%|ββββββββββ| 22/22 [00:00<00:00, 199.18it/s, v_num=0]
Epoch 103: 100%|ββββββββββ| 22/22 [00:00<00:00, 197.06it/s, v_num=0]
Epoch 103: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 104: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 104: 5%|β | 1/22 [00:00<00:00, 230.94it/s, v_num=0]
Epoch 104: 5%|β | 1/22 [00:00<00:00, 185.13it/s, v_num=0]
Epoch 104: 9%|β | 2/22 [00:00<00:00, 223.88it/s, v_num=0]
Epoch 104: 9%|β | 2/22 [00:00<00:00, 186.44it/s, v_num=0]
Epoch 104: 14%|ββ | 3/22 [00:00<00:00, 211.53it/s, v_num=0]
Epoch 104: 14%|ββ | 3/22 [00:00<00:00, 194.88it/s, v_num=0]
Epoch 104: 18%|ββ | 4/22 [00:00<00:00, 211.28it/s, v_num=0]
Epoch 104: 18%|ββ | 4/22 [00:00<00:00, 200.45it/s, v_num=0]
Epoch 104: 23%|βββ | 5/22 [00:00<00:00, 213.14it/s, v_num=0]
Epoch 104: 23%|βββ | 5/22 [00:00<00:00, 203.22it/s, v_num=0]
Epoch 104: 27%|βββ | 6/22 [00:00<00:00, 209.55it/s, v_num=0]
Epoch 104: 27%|βββ | 6/22 [00:00<00:00, 201.80it/s, v_num=0]
Epoch 104: 32%|ββββ | 7/22 [00:00<00:00, 212.05it/s, v_num=0]
Epoch 104: 32%|ββββ | 7/22 [00:00<00:00, 204.54it/s, v_num=0]
Epoch 104: 36%|ββββ | 8/22 [00:00<00:00, 212.61it/s, v_num=0]
Epoch 104: 36%|ββββ | 8/22 [00:00<00:00, 204.82it/s, v_num=0]
Epoch 104: 41%|ββββ | 9/22 [00:00<00:00, 210.80it/s, v_num=0]
Epoch 104: 41%|ββββ | 9/22 [00:00<00:00, 205.67it/s, v_num=0]
Epoch 104: 45%|βββββ | 10/22 [00:00<00:00, 212.30it/s, v_num=0]
Epoch 104: 45%|βββββ | 10/22 [00:00<00:00, 207.02it/s, v_num=0]
Epoch 104: 50%|βββββ | 11/22 [00:00<00:00, 211.48it/s, v_num=0]
Epoch 104: 50%|βββββ | 11/22 [00:00<00:00, 207.28it/s, v_num=0]
Epoch 104: 55%|ββββββ | 12/22 [00:00<00:00, 212.57it/s, v_num=0]
Epoch 104: 55%|ββββββ | 12/22 [00:00<00:00, 204.50it/s, v_num=0]
Epoch 104: 59%|ββββββ | 13/22 [00:00<00:00, 196.54it/s, v_num=0]
Epoch 104: 59%|ββββββ | 13/22 [00:00<00:00, 193.54it/s, v_num=0]
Epoch 104: 64%|βββββββ | 14/22 [00:00<00:00, 197.36it/s, v_num=0]
Epoch 104: 64%|βββββββ | 14/22 [00:00<00:00, 193.94it/s, v_num=0]
Epoch 104: 68%|βββββββ | 15/22 [00:00<00:00, 196.27it/s, v_num=0]
Epoch 104: 68%|βββββββ | 15/22 [00:00<00:00, 193.46it/s, v_num=0]
Epoch 104: 73%|ββββββββ | 16/22 [00:00<00:00, 196.11it/s, v_num=0]
Epoch 104: 73%|ββββββββ | 16/22 [00:00<00:00, 193.45it/s, v_num=0]
Epoch 104: 77%|ββββββββ | 17/22 [00:00<00:00, 196.92it/s, v_num=0]
Epoch 104: 77%|ββββββββ | 17/22 [00:00<00:00, 194.48it/s, v_num=0]
Epoch 104: 82%|βββββββββ | 18/22 [00:00<00:00, 196.01it/s, v_num=0]
Epoch 104: 82%|βββββββββ | 18/22 [00:00<00:00, 193.63it/s, v_num=0]
Epoch 104: 86%|βββββββββ | 19/22 [00:00<00:00, 196.45it/s, v_num=0]
Epoch 104: 86%|βββββββββ | 19/22 [00:00<00:00, 194.22it/s, v_num=0]
Epoch 104: 91%|βββββββββ | 20/22 [00:00<00:00, 196.54it/s, v_num=0]
Epoch 104: 91%|βββββββββ | 20/22 [00:00<00:00, 194.60it/s, v_num=0]
Epoch 104: 95%|ββββββββββ| 21/22 [00:00<00:00, 197.66it/s, v_num=0]
Epoch 104: 95%|ββββββββββ| 21/22 [00:00<00:00, 195.83it/s, v_num=0]
Epoch 104: 100%|ββββββββββ| 22/22 [00:00<00:00, 197.43it/s, v_num=0]
Epoch 104: 100%|ββββββββββ| 22/22 [00:00<00:00, 195.37it/s, v_num=0]
Epoch 104: 100%|ββββββββββ| 22/22 [00:00<00:00, 193.38it/s, v_num=0]
Epoch 104: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 105: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 105: 5%|β | 1/22 [00:00<00:00, 217.61it/s, v_num=0]
Epoch 105: 5%|β | 1/22 [00:00<00:00, 176.77it/s, v_num=0]
Epoch 105: 9%|β | 2/22 [00:00<00:00, 214.55it/s, v_num=0]
Epoch 105: 9%|β | 2/22 [00:00<00:00, 190.84it/s, v_num=0]
Epoch 105: 14%|ββ | 3/22 [00:00<00:00, 206.71it/s, v_num=0]
Epoch 105: 14%|ββ | 3/22 [00:00<00:00, 191.27it/s, v_num=0]
Epoch 105: 18%|ββ | 4/22 [00:00<00:00, 203.57it/s, v_num=0]
Epoch 105: 18%|ββ | 4/22 [00:00<00:00, 192.86it/s, v_num=0]
Epoch 105: 23%|βββ | 5/22 [00:00<00:00, 204.76it/s, v_num=0]
Epoch 105: 23%|βββ | 5/22 [00:00<00:00, 195.21it/s, v_num=0]
Epoch 105: 27%|βββ | 6/22 [00:00<00:00, 202.93it/s, v_num=0]
Epoch 105: 27%|βββ | 6/22 [00:00<00:00, 195.72it/s, v_num=0]
Epoch 105: 32%|ββββ | 7/22 [00:00<00:00, 200.95it/s, v_num=0]
Epoch 105: 32%|ββββ | 7/22 [00:00<00:00, 194.86it/s, v_num=0]
Epoch 105: 36%|ββββ | 8/22 [00:00<00:00, 202.43it/s, v_num=0]
Epoch 105: 36%|ββββ | 8/22 [00:00<00:00, 195.61it/s, v_num=0]
Epoch 105: 41%|ββββ | 9/22 [00:00<00:00, 199.15it/s, v_num=0]
Epoch 105: 41%|ββββ | 9/22 [00:00<00:00, 194.35it/s, v_num=0]
Epoch 105: 45%|βββββ | 10/22 [00:00<00:00, 201.10it/s, v_num=0]
Epoch 105: 45%|βββββ | 10/22 [00:00<00:00, 182.79it/s, v_num=0]
Epoch 105: 50%|βββββ | 11/22 [00:00<00:00, 186.02it/s, v_num=0]
Epoch 105: 50%|βββββ | 11/22 [00:00<00:00, 182.37it/s, v_num=0]
Epoch 105: 55%|ββββββ | 12/22 [00:00<00:00, 186.32it/s, v_num=0]
Epoch 105: 55%|ββββββ | 12/22 [00:00<00:00, 183.02it/s, v_num=0]
Epoch 105: 59%|ββββββ | 13/22 [00:00<00:00, 186.73it/s, v_num=0]
Epoch 105: 59%|ββββββ | 13/22 [00:00<00:00, 183.62it/s, v_num=0]
Epoch 105: 64%|βββββββ | 14/22 [00:00<00:00, 187.49it/s, v_num=0]
Epoch 105: 64%|βββββββ | 14/22 [00:00<00:00, 184.57it/s, v_num=0]
Epoch 105: 68%|βββββββ | 15/22 [00:00<00:00, 188.25it/s, v_num=0]
Epoch 105: 68%|βββββββ | 15/22 [00:00<00:00, 185.57it/s, v_num=0]
Epoch 105: 73%|ββββββββ | 16/22 [00:00<00:00, 188.14it/s, v_num=0]
Epoch 105: 73%|ββββββββ | 16/22 [00:00<00:00, 185.62it/s, v_num=0]
Epoch 105: 77%|ββββββββ | 17/22 [00:00<00:00, 188.51it/s, v_num=0]
Epoch 105: 77%|ββββββββ | 17/22 [00:00<00:00, 186.03it/s, v_num=0]
Epoch 105: 82%|βββββββββ | 18/22 [00:00<00:00, 188.88it/s, v_num=0]
Epoch 105: 82%|βββββββββ | 18/22 [00:00<00:00, 186.58it/s, v_num=0]
Epoch 105: 86%|βββββββββ | 19/22 [00:00<00:00, 189.38it/s, v_num=0]
Epoch 105: 86%|βββββββββ | 19/22 [00:00<00:00, 187.15it/s, v_num=0]
Epoch 105: 91%|βββββββββ | 20/22 [00:00<00:00, 189.78it/s, v_num=0]
Epoch 105: 91%|βββββββββ | 20/22 [00:00<00:00, 187.75it/s, v_num=0]
Epoch 105: 95%|ββββββββββ| 21/22 [00:00<00:00, 190.64it/s, v_num=0]
Epoch 105: 95%|ββββββββββ| 21/22 [00:00<00:00, 188.72it/s, v_num=0]
Epoch 105: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.16it/s, v_num=0]
Epoch 105: 100%|ββββββββββ| 22/22 [00:00<00:00, 189.24it/s, v_num=0]
Epoch 105: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.40it/s, v_num=0]
Epoch 105: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 106: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 106: 5%|β | 1/22 [00:00<00:00, 195.68it/s, v_num=0]
Epoch 106: 5%|β | 1/22 [00:00<00:00, 158.60it/s, v_num=0]
Epoch 106: 9%|β | 2/22 [00:00<00:00, 196.62it/s, v_num=0]
Epoch 106: 9%|β | 2/22 [00:00<00:00, 175.97it/s, v_num=0]
Epoch 106: 14%|ββ | 3/22 [00:00<00:00, 195.11it/s, v_num=0]
Epoch 106: 14%|ββ | 3/22 [00:00<00:00, 181.33it/s, v_num=0]
Epoch 106: 18%|ββ | 4/22 [00:00<00:00, 198.21it/s, v_num=0]
Epoch 106: 18%|ββ | 4/22 [00:00<00:00, 187.63it/s, v_num=0]
Epoch 106: 23%|βββ | 5/22 [00:00<00:00, 195.94it/s, v_num=0]
Epoch 106: 23%|βββ | 5/22 [00:00<00:00, 187.46it/s, v_num=0]
Epoch 106: 27%|βββ | 6/22 [00:00<00:00, 195.73it/s, v_num=0]
Epoch 106: 27%|βββ | 6/22 [00:00<00:00, 188.62it/s, v_num=0]
Epoch 106: 32%|ββββ | 7/22 [00:00<00:00, 194.04it/s, v_num=0]
Epoch 106: 32%|ββββ | 7/22 [00:00<00:00, 188.05it/s, v_num=0]
Epoch 106: 36%|ββββ | 8/22 [00:00<00:00, 194.40it/s, v_num=0]
Epoch 106: 36%|ββββ | 8/22 [00:00<00:00, 188.82it/s, v_num=0]
Epoch 106: 41%|ββββ | 9/22 [00:00<00:00, 194.45it/s, v_num=0]
Epoch 106: 41%|ββββ | 9/22 [00:00<00:00, 189.56it/s, v_num=0]
Epoch 106: 45%|βββββ | 10/22 [00:00<00:00, 195.33it/s, v_num=0]
Epoch 106: 45%|βββββ | 10/22 [00:00<00:00, 191.09it/s, v_num=0]
Epoch 106: 50%|βββββ | 11/22 [00:00<00:00, 193.96it/s, v_num=0]
Epoch 106: 50%|βββββ | 11/22 [00:00<00:00, 189.91it/s, v_num=0]
Epoch 106: 55%|ββββββ | 12/22 [00:00<00:00, 194.96it/s, v_num=0]
Epoch 106: 55%|ββββββ | 12/22 [00:00<00:00, 191.20it/s, v_num=0]
Epoch 106: 59%|ββββββ | 13/22 [00:00<00:00, 194.77it/s, v_num=0]
Epoch 106: 59%|ββββββ | 13/22 [00:00<00:00, 191.47it/s, v_num=0]
Epoch 106: 64%|βββββββ | 14/22 [00:00<00:00, 195.83it/s, v_num=0]
Epoch 106: 64%|βββββββ | 14/22 [00:00<00:00, 192.42it/s, v_num=0]
Epoch 106: 68%|βββββββ | 15/22 [00:00<00:00, 195.69it/s, v_num=0]
Epoch 106: 68%|βββββββ | 15/22 [00:00<00:00, 192.61it/s, v_num=0]
Epoch 106: 73%|ββββββββ | 16/22 [00:00<00:00, 195.77it/s, v_num=0]
Epoch 106: 73%|ββββββββ | 16/22 [00:00<00:00, 193.04it/s, v_num=0]
Epoch 106: 77%|ββββββββ | 17/22 [00:00<00:00, 193.31it/s, v_num=0]
Epoch 106: 77%|ββββββββ | 17/22 [00:00<00:00, 189.28it/s, v_num=0]
Epoch 106: 82%|βββββββββ | 18/22 [00:00<00:00, 192.70it/s, v_num=0]
Epoch 106: 82%|βββββββββ | 18/22 [00:00<00:00, 190.22it/s, v_num=0]
Epoch 106: 86%|βββββββββ | 19/22 [00:00<00:00, 189.65it/s, v_num=0]
Epoch 106: 86%|βββββββββ | 19/22 [00:00<00:00, 187.53it/s, v_num=0]
Epoch 106: 91%|βββββββββ | 20/22 [00:00<00:00, 189.86it/s, v_num=0]
Epoch 106: 91%|βββββββββ | 20/22 [00:00<00:00, 187.69it/s, v_num=0]
Epoch 106: 95%|ββββββββββ| 21/22 [00:00<00:00, 190.29it/s, v_num=0]
Epoch 106: 95%|ββββββββββ| 21/22 [00:00<00:00, 188.33it/s, v_num=0]
Epoch 106: 100%|ββββββββββ| 22/22 [00:00<00:00, 190.29it/s, v_num=0]
Epoch 106: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.29it/s, v_num=0]
Epoch 106: 100%|ββββββββββ| 22/22 [00:00<00:00, 186.26it/s, v_num=0]
Epoch 106: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 107: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 107: 5%|β | 1/22 [00:00<00:00, 193.42it/s, v_num=0]
Epoch 107: 5%|β | 1/22 [00:00<00:00, 156.56it/s, v_num=0]
Epoch 107: 9%|β | 2/22 [00:00<00:00, 199.57it/s, v_num=0]
Epoch 107: 9%|β | 2/22 [00:00<00:00, 179.54it/s, v_num=0]
Epoch 107: 14%|ββ | 3/22 [00:00<00:00, 165.69it/s, v_num=0]
Epoch 107: 14%|ββ | 3/22 [00:00<00:00, 154.49it/s, v_num=0]
Epoch 107: 18%|ββ | 4/22 [00:00<00:00, 170.36it/s, v_num=0]
Epoch 107: 18%|ββ | 4/22 [00:00<00:00, 162.02it/s, v_num=0]
Epoch 107: 23%|βββ | 5/22 [00:00<00:00, 175.81it/s, v_num=0]
Epoch 107: 23%|βββ | 5/22 [00:00<00:00, 168.83it/s, v_num=0]
Epoch 107: 27%|βββ | 6/22 [00:00<00:00, 179.27it/s, v_num=0]
Epoch 107: 27%|βββ | 6/22 [00:00<00:00, 173.31it/s, v_num=0]
Epoch 107: 32%|ββββ | 7/22 [00:00<00:00, 183.01it/s, v_num=0]
Epoch 107: 32%|ββββ | 7/22 [00:00<00:00, 177.66it/s, v_num=0]
Epoch 107: 36%|ββββ | 8/22 [00:00<00:00, 184.48it/s, v_num=0]
Epoch 107: 36%|ββββ | 8/22 [00:00<00:00, 178.75it/s, v_num=0]
Epoch 107: 41%|ββββ | 9/22 [00:00<00:00, 186.03it/s, v_num=0]
Epoch 107: 41%|ββββ | 9/22 [00:00<00:00, 181.87it/s, v_num=0]
Epoch 107: 45%|βββββ | 10/22 [00:00<00:00, 188.53it/s, v_num=0]
Epoch 107: 45%|βββββ | 10/22 [00:00<00:00, 184.55it/s, v_num=0]
Epoch 107: 50%|βββββ | 11/22 [00:00<00:00, 190.68it/s, v_num=0]
Epoch 107: 50%|βββββ | 11/22 [00:00<00:00, 187.02it/s, v_num=0]
Epoch 107: 55%|ββββββ | 12/22 [00:00<00:00, 191.53it/s, v_num=0]
Epoch 107: 55%|ββββββ | 12/22 [00:00<00:00, 187.52it/s, v_num=0]
Epoch 107: 59%|ββββββ | 13/22 [00:00<00:00, 192.57it/s, v_num=0]
Epoch 107: 59%|ββββββ | 13/22 [00:00<00:00, 189.41it/s, v_num=0]
Epoch 107: 64%|βββββββ | 14/22 [00:00<00:00, 193.87it/s, v_num=0]
Epoch 107: 64%|βββββββ | 14/22 [00:00<00:00, 190.84it/s, v_num=0]
Epoch 107: 68%|βββββββ | 15/22 [00:00<00:00, 194.41it/s, v_num=0]
Epoch 107: 68%|βββββββ | 15/22 [00:00<00:00, 191.54it/s, v_num=0]
Epoch 107: 73%|ββββββββ | 16/22 [00:00<00:00, 195.42it/s, v_num=0]
Epoch 107: 73%|ββββββββ | 16/22 [00:00<00:00, 192.55it/s, v_num=0]
Epoch 107: 77%|ββββββββ | 17/22 [00:00<00:00, 194.94it/s, v_num=0]
Epoch 107: 77%|ββββββββ | 17/22 [00:00<00:00, 192.38it/s, v_num=0]
Epoch 107: 82%|βββββββββ | 18/22 [00:00<00:00, 191.74it/s, v_num=0]
Epoch 107: 82%|βββββββββ | 18/22 [00:00<00:00, 189.29it/s, v_num=0]
Epoch 107: 86%|βββββββββ | 19/22 [00:00<00:00, 192.49it/s, v_num=0]
Epoch 107: 86%|βββββββββ | 19/22 [00:00<00:00, 190.23it/s, v_num=0]
Epoch 107: 91%|βββββββββ | 20/22 [00:00<00:00, 193.28it/s, v_num=0]
Epoch 107: 91%|βββββββββ | 20/22 [00:00<00:00, 191.22it/s, v_num=0]
Epoch 107: 95%|ββββββββββ| 21/22 [00:00<00:00, 188.78it/s, v_num=0]
Epoch 107: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.92it/s, v_num=0]
Epoch 107: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.96it/s, v_num=0]
Epoch 107: 100%|ββββββββββ| 22/22 [00:00<00:00, 185.91it/s, v_num=0]
Epoch 107: 100%|ββββββββββ| 22/22 [00:00<00:00, 183.89it/s, v_num=0]
Epoch 107: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 108: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 108: 5%|β | 1/22 [00:00<00:00, 191.41it/s, v_num=0]
Epoch 108: 5%|β | 1/22 [00:00<00:00, 156.32it/s, v_num=0]
Epoch 108: 9%|β | 2/22 [00:00<00:00, 194.95it/s, v_num=0]
Epoch 108: 9%|β | 2/22 [00:00<00:00, 174.66it/s, v_num=0]
Epoch 108: 14%|ββ | 3/22 [00:00<00:00, 197.13it/s, v_num=0]
Epoch 108: 14%|ββ | 3/22 [00:00<00:00, 180.93it/s, v_num=0]
Epoch 108: 18%|ββ | 4/22 [00:00<00:00, 195.93it/s, v_num=0]
Epoch 108: 18%|ββ | 4/22 [00:00<00:00, 185.10it/s, v_num=0]
Epoch 108: 23%|βββ | 5/22 [00:00<00:00, 197.38it/s, v_num=0]
Epoch 108: 23%|βββ | 5/22 [00:00<00:00, 188.67it/s, v_num=0]
Epoch 108: 27%|βββ | 6/22 [00:00<00:00, 198.40it/s, v_num=0]
Epoch 108: 27%|βββ | 6/22 [00:00<00:00, 182.23it/s, v_num=0]
Epoch 108: 32%|ββββ | 7/22 [00:00<00:00, 185.22it/s, v_num=0]
Epoch 108: 32%|ββββ | 7/22 [00:00<00:00, 177.39it/s, v_num=0]
Epoch 108: 36%|ββββ | 8/22 [00:00<00:00, 184.39it/s, v_num=0]
Epoch 108: 36%|ββββ | 8/22 [00:00<00:00, 179.31it/s, v_num=0]
Epoch 108: 41%|ββββ | 9/22 [00:00<00:00, 186.69it/s, v_num=0]
Epoch 108: 41%|ββββ | 9/22 [00:00<00:00, 181.90it/s, v_num=0]
Epoch 108: 45%|βββββ | 10/22 [00:00<00:00, 188.41it/s, v_num=0]
Epoch 108: 45%|βββββ | 10/22 [00:00<00:00, 184.43it/s, v_num=0]
Epoch 108: 50%|βββββ | 11/22 [00:00<00:00, 190.18it/s, v_num=0]
Epoch 108: 50%|βββββ | 11/22 [00:00<00:00, 186.68it/s, v_num=0]
Epoch 108: 55%|ββββββ | 12/22 [00:00<00:00, 190.95it/s, v_num=0]
Epoch 108: 55%|ββββββ | 12/22 [00:00<00:00, 187.46it/s, v_num=0]
Epoch 108: 59%|ββββββ | 13/22 [00:00<00:00, 191.88it/s, v_num=0]
Epoch 108: 59%|ββββββ | 13/22 [00:00<00:00, 188.78it/s, v_num=0]
Epoch 108: 64%|βββββββ | 14/22 [00:00<00:00, 192.65it/s, v_num=0]
Epoch 108: 64%|βββββββ | 14/22 [00:00<00:00, 189.76it/s, v_num=0]
Epoch 108: 68%|βββββββ | 15/22 [00:00<00:00, 193.36it/s, v_num=0]
Epoch 108: 68%|βββββββ | 15/22 [00:00<00:00, 190.34it/s, v_num=0]
Epoch 108: 73%|ββββββββ | 16/22 [00:00<00:00, 193.46it/s, v_num=0]
Epoch 108: 73%|ββββββββ | 16/22 [00:00<00:00, 190.81it/s, v_num=0]
Epoch 108: 77%|ββββββββ | 17/22 [00:00<00:00, 193.92it/s, v_num=0]
Epoch 108: 77%|ββββββββ | 17/22 [00:00<00:00, 191.48it/s, v_num=0]
Epoch 108: 82%|βββββββββ | 18/22 [00:00<00:00, 194.34it/s, v_num=0]
Epoch 108: 82%|βββββββββ | 18/22 [00:00<00:00, 192.03it/s, v_num=0]
Epoch 108: 86%|βββββββββ | 19/22 [00:00<00:00, 189.68it/s, v_num=0]
Epoch 108: 86%|βββββββββ | 19/22 [00:00<00:00, 185.62it/s, v_num=0]
Epoch 108: 91%|βββββββββ | 20/22 [00:00<00:00, 188.71it/s, v_num=0]
Epoch 108: 91%|βββββββββ | 20/22 [00:00<00:00, 187.32it/s, v_num=0]
Epoch 108: 95%|ββββββββββ| 21/22 [00:00<00:00, 187.60it/s, v_num=0]
Epoch 108: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.26it/s, v_num=0]
Epoch 108: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.14it/s, v_num=0]
Epoch 108: 100%|ββββββββββ| 22/22 [00:00<00:00, 185.81it/s, v_num=0]
Epoch 108: 100%|ββββββββββ| 22/22 [00:00<00:00, 181.93it/s, v_num=0]
Epoch 108: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 109: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 109: 5%|β | 1/22 [00:00<00:00, 142.63it/s, v_num=0]
Epoch 109: 5%|β | 1/22 [00:00<00:00, 127.32it/s, v_num=0]
Epoch 109: 9%|β | 2/22 [00:00<00:00, 144.58it/s, v_num=0]
Epoch 109: 9%|β | 2/22 [00:00<00:00, 124.34it/s, v_num=0]
Epoch 109: 14%|ββ | 3/22 [00:00<00:00, 126.12it/s, v_num=0]
Epoch 109: 14%|ββ | 3/22 [00:00<00:00, 116.23it/s, v_num=0]
Epoch 109: 18%|ββ | 4/22 [00:00<00:00, 130.86it/s, v_num=0]
Epoch 109: 18%|ββ | 4/22 [00:00<00:00, 127.17it/s, v_num=0]
Epoch 109: 23%|βββ | 5/22 [00:00<00:00, 135.82it/s, v_num=0]
Epoch 109: 23%|βββ | 5/22 [00:00<00:00, 132.25it/s, v_num=0]
Epoch 109: 27%|βββ | 6/22 [00:00<00:00, 140.95it/s, v_num=0]
Epoch 109: 27%|βββ | 6/22 [00:00<00:00, 138.17it/s, v_num=0]
Epoch 109: 32%|ββββ | 7/22 [00:00<00:00, 146.39it/s, v_num=0]
Epoch 109: 32%|ββββ | 7/22 [00:00<00:00, 140.31it/s, v_num=0]
Epoch 109: 36%|ββββ | 8/22 [00:00<00:00, 145.25it/s, v_num=0]
Epoch 109: 36%|ββββ | 8/22 [00:00<00:00, 140.18it/s, v_num=0]
Epoch 109: 41%|ββββ | 9/22 [00:00<00:00, 145.58it/s, v_num=0]
Epoch 109: 41%|ββββ | 9/22 [00:00<00:00, 141.14it/s, v_num=0]
Epoch 109: 45%|βββββ | 10/22 [00:00<00:00, 144.72it/s, v_num=0]
Epoch 109: 45%|βββββ | 10/22 [00:00<00:00, 143.07it/s, v_num=0]
Epoch 109: 50%|βββββ | 11/22 [00:00<00:00, 147.47it/s, v_num=0]
Epoch 109: 50%|βββββ | 11/22 [00:00<00:00, 145.61it/s, v_num=0]
Epoch 109: 55%|ββββββ | 12/22 [00:00<00:00, 150.42it/s, v_num=0]
Epoch 109: 55%|ββββββ | 12/22 [00:00<00:00, 143.56it/s, v_num=0]
Epoch 109: 59%|ββββββ | 13/22 [00:00<00:00, 147.04it/s, v_num=0]
Epoch 109: 59%|ββββββ | 13/22 [00:00<00:00, 145.65it/s, v_num=0]
Epoch 109: 64%|βββββββ | 14/22 [00:00<00:00, 148.48it/s, v_num=0]
Epoch 109: 64%|βββββββ | 14/22 [00:00<00:00, 146.86it/s, v_num=0]
Epoch 109: 68%|βββββββ | 15/22 [00:00<00:00, 149.19it/s, v_num=0]
Epoch 109: 68%|βββββββ | 15/22 [00:00<00:00, 147.93it/s, v_num=0]
Epoch 109: 73%|ββββββββ | 16/22 [00:00<00:00, 148.89it/s, v_num=0]
Epoch 109: 73%|ββββββββ | 16/22 [00:00<00:00, 147.79it/s, v_num=0]
Epoch 109: 77%|ββββββββ | 17/22 [00:00<00:00, 148.34it/s, v_num=0]
Epoch 109: 77%|ββββββββ | 17/22 [00:00<00:00, 146.68it/s, v_num=0]
Epoch 109: 82%|βββββββββ | 18/22 [00:00<00:00, 150.28it/s, v_num=0]
Epoch 109: 82%|βββββββββ | 18/22 [00:00<00:00, 149.13it/s, v_num=0]
Epoch 109: 86%|βββββββββ | 19/22 [00:00<00:00, 150.77it/s, v_num=0]
Epoch 109: 86%|βββββββββ | 19/22 [00:00<00:00, 149.83it/s, v_num=0]
Epoch 109: 91%|βββββββββ | 20/22 [00:00<00:00, 151.70it/s, v_num=0]
Epoch 109: 91%|βββββββββ | 20/22 [00:00<00:00, 149.49it/s, v_num=0]
Epoch 109: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.56it/s, v_num=0]
Epoch 109: 95%|ββββββββββ| 21/22 [00:00<00:00, 149.61it/s, v_num=0]
Epoch 109: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.33it/s, v_num=0]
Epoch 109: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.37it/s, v_num=0]
Epoch 109: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.66it/s, v_num=0]
Epoch 109: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 110: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 110: 5%|β | 1/22 [00:00<00:00, 163.03it/s, v_num=0]
Epoch 110: 5%|β | 1/22 [00:00<00:00, 138.11it/s, v_num=0]
Epoch 110: 9%|β | 2/22 [00:00<00:00, 156.50it/s, v_num=0]
Epoch 110: 9%|β | 2/22 [00:00<00:00, 145.41it/s, v_num=0]
Epoch 110: 14%|ββ | 3/22 [00:00<00:00, 156.28it/s, v_num=0]
Epoch 110: 14%|ββ | 3/22 [00:00<00:00, 147.35it/s, v_num=0]
Epoch 110: 18%|ββ | 4/22 [00:00<00:00, 155.79it/s, v_num=0]
Epoch 110: 18%|ββ | 4/22 [00:00<00:00, 144.62it/s, v_num=0]
Epoch 110: 23%|βββ | 5/22 [00:00<00:00, 149.34it/s, v_num=0]
Epoch 110: 23%|βββ | 5/22 [00:00<00:00, 140.52it/s, v_num=0]
Epoch 110: 27%|βββ | 6/22 [00:00<00:00, 147.66it/s, v_num=0]
Epoch 110: 27%|βββ | 6/22 [00:00<00:00, 144.03it/s, v_num=0]
Epoch 110: 32%|ββββ | 7/22 [00:00<00:00, 149.52it/s, v_num=0]
Epoch 110: 32%|ββββ | 7/22 [00:00<00:00, 146.52it/s, v_num=0]
Epoch 110: 36%|ββββ | 8/22 [00:00<00:00, 151.24it/s, v_num=0]
Epoch 110: 36%|ββββ | 8/22 [00:00<00:00, 148.41it/s, v_num=0]
Epoch 110: 41%|ββββ | 9/22 [00:00<00:00, 152.73it/s, v_num=0]
Epoch 110: 41%|ββββ | 9/22 [00:00<00:00, 150.39it/s, v_num=0]
Epoch 110: 45%|βββββ | 10/22 [00:00<00:00, 154.32it/s, v_num=0]
Epoch 110: 45%|βββββ | 10/22 [00:00<00:00, 152.07it/s, v_num=0]
Epoch 110: 50%|βββββ | 11/22 [00:00<00:00, 153.00it/s, v_num=0]
Epoch 110: 50%|βββββ | 11/22 [00:00<00:00, 151.07it/s, v_num=0]
Epoch 110: 55%|ββββββ | 12/22 [00:00<00:00, 154.50it/s, v_num=0]
Epoch 110: 55%|ββββββ | 12/22 [00:00<00:00, 150.95it/s, v_num=0]
Epoch 110: 59%|ββββββ | 13/22 [00:00<00:00, 155.87it/s, v_num=0]
Epoch 110: 59%|ββββββ | 13/22 [00:00<00:00, 151.66it/s, v_num=0]
Epoch 110: 64%|βββββββ | 14/22 [00:00<00:00, 154.79it/s, v_num=0]
Epoch 110: 64%|βββββββ | 14/22 [00:00<00:00, 151.52it/s, v_num=0]
Epoch 110: 68%|βββββββ | 15/22 [00:00<00:00, 153.57it/s, v_num=0]
Epoch 110: 68%|βββββββ | 15/22 [00:00<00:00, 152.27it/s, v_num=0]
Epoch 110: 73%|ββββββββ | 16/22 [00:00<00:00, 154.47it/s, v_num=0]
Epoch 110: 73%|ββββββββ | 16/22 [00:00<00:00, 152.92it/s, v_num=0]
Epoch 110: 77%|ββββββββ | 17/22 [00:00<00:00, 155.30it/s, v_num=0]
Epoch 110: 77%|ββββββββ | 17/22 [00:00<00:00, 152.64it/s, v_num=0]
Epoch 110: 82%|βββββββββ | 18/22 [00:00<00:00, 154.86it/s, v_num=0]
Epoch 110: 82%|βββββββββ | 18/22 [00:00<00:00, 151.68it/s, v_num=0]
Epoch 110: 86%|βββββββββ | 19/22 [00:00<00:00, 152.46it/s, v_num=0]
Epoch 110: 86%|βββββββββ | 19/22 [00:00<00:00, 151.31it/s, v_num=0]
Epoch 110: 91%|βββββββββ | 20/22 [00:00<00:00, 153.03it/s, v_num=0]
Epoch 110: 91%|βββββββββ | 20/22 [00:00<00:00, 149.98it/s, v_num=0]
Epoch 110: 95%|ββββββββββ| 21/22 [00:00<00:00, 150.80it/s, v_num=0]
Epoch 110: 95%|ββββββββββ| 21/22 [00:00<00:00, 149.78it/s, v_num=0]
Epoch 110: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.43it/s, v_num=0]
Epoch 110: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.36it/s, v_num=0]
Epoch 110: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.64it/s, v_num=0]
Epoch 110: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 111: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 111: 5%|β | 1/22 [00:00<00:00, 182.24it/s, v_num=0]
Epoch 111: 5%|β | 1/22 [00:00<00:00, 135.83it/s, v_num=0]
Epoch 111: 9%|β | 2/22 [00:00<00:00, 163.05it/s, v_num=0]
Epoch 111: 9%|β | 2/22 [00:00<00:00, 140.98it/s, v_num=0]
Epoch 111: 14%|ββ | 3/22 [00:00<00:00, 158.37it/s, v_num=0]
Epoch 111: 14%|ββ | 3/22 [00:00<00:00, 141.82it/s, v_num=0]
Epoch 111: 18%|ββ | 4/22 [00:00<00:00, 147.44it/s, v_num=0]
Epoch 111: 18%|ββ | 4/22 [00:00<00:00, 138.15it/s, v_num=0]
Epoch 111: 23%|βββ | 5/22 [00:00<00:00, 147.51it/s, v_num=0]
Epoch 111: 23%|βββ | 5/22 [00:00<00:00, 144.11it/s, v_num=0]
Epoch 111: 27%|βββ | 6/22 [00:00<00:00, 151.42it/s, v_num=0]
Epoch 111: 27%|βββ | 6/22 [00:00<00:00, 147.71it/s, v_num=0]
Epoch 111: 32%|ββββ | 7/22 [00:00<00:00, 152.44it/s, v_num=0]
Epoch 111: 32%|ββββ | 7/22 [00:00<00:00, 149.53it/s, v_num=0]
Epoch 111: 36%|ββββ | 8/22 [00:00<00:00, 154.12it/s, v_num=0]
Epoch 111: 36%|ββββ | 8/22 [00:00<00:00, 147.77it/s, v_num=0]
Epoch 111: 41%|ββββ | 9/22 [00:00<00:00, 150.22it/s, v_num=0]
Epoch 111: 41%|ββββ | 9/22 [00:00<00:00, 147.12it/s, v_num=0]
Epoch 111: 45%|βββββ | 10/22 [00:00<00:00, 151.58it/s, v_num=0]
Epoch 111: 45%|βββββ | 10/22 [00:00<00:00, 147.12it/s, v_num=0]
Epoch 111: 50%|βββββ | 11/22 [00:00<00:00, 150.52it/s, v_num=0]
Epoch 111: 50%|βββββ | 11/22 [00:00<00:00, 146.38it/s, v_num=0]
Epoch 111: 55%|ββββββ | 12/22 [00:00<00:00, 151.01it/s, v_num=0]
Epoch 111: 55%|ββββββ | 12/22 [00:00<00:00, 147.10it/s, v_num=0]
Epoch 111: 59%|ββββββ | 13/22 [00:00<00:00, 149.84it/s, v_num=0]
Epoch 111: 59%|ββββββ | 13/22 [00:00<00:00, 148.39it/s, v_num=0]
Epoch 111: 64%|βββββββ | 14/22 [00:00<00:00, 148.68it/s, v_num=0]
Epoch 111: 64%|βββββββ | 14/22 [00:00<00:00, 147.21it/s, v_num=0]
Epoch 111: 68%|βββββββ | 15/22 [00:00<00:00, 150.03it/s, v_num=0]
Epoch 111: 68%|βββββββ | 15/22 [00:00<00:00, 147.05it/s, v_num=0]
Epoch 111: 73%|ββββββββ | 16/22 [00:00<00:00, 149.19it/s, v_num=0]
Epoch 111: 73%|ββββββββ | 16/22 [00:00<00:00, 147.90it/s, v_num=0]
Epoch 111: 77%|ββββββββ | 17/22 [00:00<00:00, 150.14it/s, v_num=0]
Epoch 111: 77%|ββββββββ | 17/22 [00:00<00:00, 149.02it/s, v_num=0]
Epoch 111: 82%|βββββββββ | 18/22 [00:00<00:00, 151.38it/s, v_num=0]
Epoch 111: 82%|βββββββββ | 18/22 [00:00<00:00, 150.37it/s, v_num=0]
Epoch 111: 86%|βββββββββ | 19/22 [00:00<00:00, 152.09it/s, v_num=0]
Epoch 111: 86%|βββββββββ | 19/22 [00:00<00:00, 149.82it/s, v_num=0]
Epoch 111: 91%|βββββββββ | 20/22 [00:00<00:00, 151.77it/s, v_num=0]
Epoch 111: 91%|βββββββββ | 20/22 [00:00<00:00, 150.79it/s, v_num=0]
Epoch 111: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.08it/s, v_num=0]
Epoch 111: 95%|ββββββββββ| 21/22 [00:00<00:00, 149.17it/s, v_num=0]
Epoch 111: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.91it/s, v_num=0]
Epoch 111: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.02it/s, v_num=0]
Epoch 111: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.72it/s, v_num=0]
Epoch 111: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 112: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 112: 5%|β | 1/22 [00:00<00:00, 180.36it/s, v_num=0]
Epoch 112: 5%|β | 1/22 [00:00<00:00, 130.34it/s, v_num=0]
Epoch 112: 9%|β | 2/22 [00:00<00:00, 158.67it/s, v_num=0]
Epoch 112: 9%|β | 2/22 [00:00<00:00, 148.85it/s, v_num=0]
Epoch 112: 14%|ββ | 3/22 [00:00<00:00, 166.42it/s, v_num=0]
Epoch 112: 14%|ββ | 3/22 [00:00<00:00, 158.45it/s, v_num=0]
Epoch 112: 18%|ββ | 4/22 [00:00<00:00, 164.98it/s, v_num=0]
Epoch 112: 18%|ββ | 4/22 [00:00<00:00, 153.21it/s, v_num=0]
Epoch 112: 23%|βββ | 5/22 [00:00<00:00, 158.44it/s, v_num=0]
Epoch 112: 23%|βββ | 5/22 [00:00<00:00, 154.00it/s, v_num=0]
Epoch 112: 27%|βββ | 6/22 [00:00<00:00, 154.51it/s, v_num=0]
Epoch 112: 27%|βββ | 6/22 [00:00<00:00, 145.61it/s, v_num=0]
Epoch 112: 32%|ββββ | 7/22 [00:00<00:00, 156.38it/s, v_num=0]
Epoch 112: 32%|ββββ | 7/22 [00:00<00:00, 153.29it/s, v_num=0]
Epoch 112: 36%|ββββ | 8/22 [00:00<00:00, 156.49it/s, v_num=0]
Epoch 112: 36%|ββββ | 8/22 [00:00<00:00, 153.89it/s, v_num=0]
Epoch 112: 41%|ββββ | 9/22 [00:00<00:00, 157.34it/s, v_num=0]
Epoch 112: 41%|ββββ | 9/22 [00:00<00:00, 154.50it/s, v_num=0]
Epoch 112: 45%|βββββ | 10/22 [00:00<00:00, 155.52it/s, v_num=0]
Epoch 112: 45%|βββββ | 10/22 [00:00<00:00, 153.00it/s, v_num=0]
Epoch 112: 50%|βββββ | 11/22 [00:00<00:00, 155.11it/s, v_num=0]
Epoch 112: 50%|βββββ | 11/22 [00:00<00:00, 152.56it/s, v_num=0]
Epoch 112: 55%|ββββββ | 12/22 [00:00<00:00, 154.52it/s, v_num=0]
Epoch 112: 55%|ββββββ | 12/22 [00:00<00:00, 152.48it/s, v_num=0]
Epoch 112: 59%|ββββββ | 13/22 [00:00<00:00, 155.53it/s, v_num=0]
Epoch 112: 59%|ββββββ | 13/22 [00:00<00:00, 153.95it/s, v_num=0]
Epoch 112: 64%|βββββββ | 14/22 [00:00<00:00, 155.62it/s, v_num=0]
Epoch 112: 64%|βββββββ | 14/22 [00:00<00:00, 153.87it/s, v_num=0]
Epoch 112: 68%|βββββββ | 15/22 [00:00<00:00, 155.93it/s, v_num=0]
Epoch 112: 68%|βββββββ | 15/22 [00:00<00:00, 154.48it/s, v_num=0]
Epoch 112: 73%|ββββββββ | 16/22 [00:00<00:00, 156.10it/s, v_num=0]
Epoch 112: 73%|ββββββββ | 16/22 [00:00<00:00, 154.56it/s, v_num=0]
Epoch 112: 77%|ββββββββ | 17/22 [00:00<00:00, 156.07it/s, v_num=0]
Epoch 112: 77%|ββββββββ | 17/22 [00:00<00:00, 154.52it/s, v_num=0]
Epoch 112: 82%|βββββββββ | 18/22 [00:00<00:00, 157.41it/s, v_num=0]
Epoch 112: 82%|βββββββββ | 18/22 [00:00<00:00, 156.12it/s, v_num=0]
Epoch 112: 86%|βββββββββ | 19/22 [00:00<00:00, 157.44it/s, v_num=0]
Epoch 112: 86%|βββββββββ | 19/22 [00:00<00:00, 156.24it/s, v_num=0]
Epoch 112: 91%|βββββββββ | 20/22 [00:00<00:00, 157.90it/s, v_num=0]
Epoch 112: 91%|βββββββββ | 20/22 [00:00<00:00, 156.69it/s, v_num=0]
Epoch 112: 95%|ββββββββββ| 21/22 [00:00<00:00, 158.29it/s, v_num=0]
Epoch 112: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.20it/s, v_num=0]
Epoch 112: 100%|ββββββββββ| 22/22 [00:00<00:00, 158.14it/s, v_num=0]
Epoch 112: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.22it/s, v_num=0]
Epoch 112: 100%|ββββββββββ| 22/22 [00:00<00:00, 153.57it/s, v_num=0]
Epoch 112: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 113: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 113: 5%|β | 1/22 [00:00<00:00, 173.97it/s, v_num=0]
Epoch 113: 5%|β | 1/22 [00:00<00:00, 150.59it/s, v_num=0]
Epoch 113: 9%|β | 2/22 [00:00<00:00, 165.05it/s, v_num=0]
Epoch 113: 9%|β | 2/22 [00:00<00:00, 151.05it/s, v_num=0]
Epoch 113: 14%|ββ | 3/22 [00:00<00:00, 166.15it/s, v_num=0]
Epoch 113: 14%|ββ | 3/22 [00:00<00:00, 157.74it/s, v_num=0]
Epoch 113: 18%|ββ | 4/22 [00:00<00:00, 161.38it/s, v_num=0]
Epoch 113: 18%|ββ | 4/22 [00:00<00:00, 154.68it/s, v_num=0]
Epoch 113: 23%|βββ | 5/22 [00:00<00:00, 164.28it/s, v_num=0]
Epoch 113: 23%|βββ | 5/22 [00:00<00:00, 160.08it/s, v_num=0]
Epoch 113: 27%|βββ | 6/22 [00:00<00:00, 167.94it/s, v_num=0]
Epoch 113: 27%|βββ | 6/22 [00:00<00:00, 162.85it/s, v_num=0]
Epoch 113: 32%|ββββ | 7/22 [00:00<00:00, 172.36it/s, v_num=0]
Epoch 113: 32%|ββββ | 7/22 [00:00<00:00, 166.91it/s, v_num=0]
Epoch 113: 36%|ββββ | 8/22 [00:00<00:00, 174.63it/s, v_num=0]
Epoch 113: 36%|ββββ | 8/22 [00:00<00:00, 170.72it/s, v_num=0]
Epoch 113: 41%|ββββ | 9/22 [00:00<00:00, 175.60it/s, v_num=0]
Epoch 113: 41%|ββββ | 9/22 [00:00<00:00, 171.61it/s, v_num=0]
Epoch 113: 45%|βββββ | 10/22 [00:00<00:00, 177.52it/s, v_num=0]
Epoch 113: 45%|βββββ | 10/22 [00:00<00:00, 174.69it/s, v_num=0]
Epoch 113: 50%|βββββ | 11/22 [00:00<00:00, 178.74it/s, v_num=0]
Epoch 113: 50%|βββββ | 11/22 [00:00<00:00, 176.22it/s, v_num=0]
Epoch 113: 55%|ββββββ | 12/22 [00:00<00:00, 180.01it/s, v_num=0]
Epoch 113: 55%|ββββββ | 12/22 [00:00<00:00, 177.50it/s, v_num=0]
Epoch 113: 59%|ββββββ | 13/22 [00:00<00:00, 180.34it/s, v_num=0]
Epoch 113: 59%|ββββββ | 13/22 [00:00<00:00, 177.63it/s, v_num=0]
Epoch 113: 64%|βββββββ | 14/22 [00:00<00:00, 181.63it/s, v_num=0]
Epoch 113: 64%|βββββββ | 14/22 [00:00<00:00, 179.62it/s, v_num=0]
Epoch 113: 68%|βββββββ | 15/22 [00:00<00:00, 177.40it/s, v_num=0]
Epoch 113: 68%|βββββββ | 15/22 [00:00<00:00, 174.94it/s, v_num=0]
Epoch 113: 73%|ββββββββ | 16/22 [00:00<00:00, 178.39it/s, v_num=0]
Epoch 113: 73%|ββββββββ | 16/22 [00:00<00:00, 176.37it/s, v_num=0]
Epoch 113: 77%|ββββββββ | 17/22 [00:00<00:00, 179.21it/s, v_num=0]
Epoch 113: 77%|ββββββββ | 17/22 [00:00<00:00, 177.17it/s, v_num=0]
Epoch 113: 82%|βββββββββ | 18/22 [00:00<00:00, 180.18it/s, v_num=0]
Epoch 113: 82%|βββββββββ | 18/22 [00:00<00:00, 177.74it/s, v_num=0]
Epoch 113: 86%|βββββββββ | 19/22 [00:00<00:00, 177.46it/s, v_num=0]
Epoch 113: 86%|βββββββββ | 19/22 [00:00<00:00, 175.78it/s, v_num=0]
Epoch 113: 91%|βββββββββ | 20/22 [00:00<00:00, 178.28it/s, v_num=0]
Epoch 113: 91%|βββββββββ | 20/22 [00:00<00:00, 176.50it/s, v_num=0]
Epoch 113: 95%|ββββββββββ| 21/22 [00:00<00:00, 179.10it/s, v_num=0]
Epoch 113: 95%|ββββββββββ| 21/22 [00:00<00:00, 177.72it/s, v_num=0]
Epoch 113: 100%|ββββββββββ| 22/22 [00:00<00:00, 179.25it/s, v_num=0]
Epoch 113: 100%|ββββββββββ| 22/22 [00:00<00:00, 177.78it/s, v_num=0]
Epoch 113: 100%|ββββββββββ| 22/22 [00:00<00:00, 175.74it/s, v_num=0]
Epoch 113: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 114: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 114: 5%|β | 1/22 [00:00<00:00, 195.06it/s, v_num=0]
Epoch 114: 5%|β | 1/22 [00:00<00:00, 164.06it/s, v_num=0]
Epoch 114: 9%|β | 2/22 [00:00<00:00, 198.07it/s, v_num=0]
Epoch 114: 9%|β | 2/22 [00:00<00:00, 181.50it/s, v_num=0]
Epoch 114: 14%|ββ | 3/22 [00:00<00:00, 195.47it/s, v_num=0]
Epoch 114: 14%|ββ | 3/22 [00:00<00:00, 170.94it/s, v_num=0]
Epoch 114: 18%|ββ | 4/22 [00:00<00:00, 178.42it/s, v_num=0]
Epoch 114: 18%|ββ | 4/22 [00:00<00:00, 171.88it/s, v_num=0]
Epoch 114: 23%|βββ | 5/22 [00:00<00:00, 175.40it/s, v_num=0]
Epoch 114: 23%|βββ | 5/22 [00:00<00:00, 170.40it/s, v_num=0]
Epoch 114: 27%|βββ | 6/22 [00:00<00:00, 173.73it/s, v_num=0]
Epoch 114: 27%|βββ | 6/22 [00:00<00:00, 168.47it/s, v_num=0]
Epoch 114: 32%|ββββ | 7/22 [00:00<00:00, 170.72it/s, v_num=0]
Epoch 114: 32%|ββββ | 7/22 [00:00<00:00, 167.24it/s, v_num=0]
Epoch 114: 36%|ββββ | 8/22 [00:00<00:00, 170.52it/s, v_num=0]
Epoch 114: 36%|ββββ | 8/22 [00:00<00:00, 167.37it/s, v_num=0]
Epoch 114: 41%|ββββ | 9/22 [00:00<00:00, 169.46it/s, v_num=0]
Epoch 114: 41%|ββββ | 9/22 [00:00<00:00, 163.48it/s, v_num=0]
Epoch 114: 45%|βββββ | 10/22 [00:00<00:00, 167.70it/s, v_num=0]
Epoch 114: 45%|βββββ | 10/22 [00:00<00:00, 162.76it/s, v_num=0]
Epoch 114: 50%|βββββ | 11/22 [00:00<00:00, 165.75it/s, v_num=0]
Epoch 114: 50%|βββββ | 11/22 [00:00<00:00, 163.68it/s, v_num=0]
Epoch 114: 55%|ββββββ | 12/22 [00:00<00:00, 166.04it/s, v_num=0]
Epoch 114: 55%|ββββββ | 12/22 [00:00<00:00, 163.38it/s, v_num=0]
Epoch 114: 59%|ββββββ | 13/22 [00:00<00:00, 166.50it/s, v_num=0]
Epoch 114: 59%|ββββββ | 13/22 [00:00<00:00, 164.69it/s, v_num=0]
Epoch 114: 64%|βββββββ | 14/22 [00:00<00:00, 165.92it/s, v_num=0]
Epoch 114: 64%|βββββββ | 14/22 [00:00<00:00, 163.35it/s, v_num=0]
Epoch 114: 68%|βββββββ | 15/22 [00:00<00:00, 167.13it/s, v_num=0]
Epoch 114: 68%|βββββββ | 15/22 [00:00<00:00, 164.72it/s, v_num=0]
Epoch 114: 73%|ββββββββ | 16/22 [00:00<00:00, 168.83it/s, v_num=0]
Epoch 114: 73%|ββββββββ | 16/22 [00:00<00:00, 166.60it/s, v_num=0]
Epoch 114: 77%|ββββββββ | 17/22 [00:00<00:00, 170.62it/s, v_num=0]
Epoch 114: 77%|ββββββββ | 17/22 [00:00<00:00, 168.36it/s, v_num=0]
Epoch 114: 82%|βββββββββ | 18/22 [00:00<00:00, 171.67it/s, v_num=0]
Epoch 114: 82%|βββββββββ | 18/22 [00:00<00:00, 169.76it/s, v_num=0]
Epoch 114: 86%|βββββββββ | 19/22 [00:00<00:00, 173.33it/s, v_num=0]
Epoch 114: 86%|βββββββββ | 19/22 [00:00<00:00, 171.48it/s, v_num=0]
Epoch 114: 91%|βββββββββ | 20/22 [00:00<00:00, 174.41it/s, v_num=0]
Epoch 114: 91%|βββββββββ | 20/22 [00:00<00:00, 172.60it/s, v_num=0]
Epoch 114: 95%|ββββββββββ| 21/22 [00:00<00:00, 165.90it/s, v_num=0]
Epoch 114: 95%|ββββββββββ| 21/22 [00:00<00:00, 164.32it/s, v_num=0]
Epoch 114: 100%|ββββββββββ| 22/22 [00:00<00:00, 163.35it/s, v_num=0]
Epoch 114: 100%|ββββββββββ| 22/22 [00:00<00:00, 161.87it/s, v_num=0]
Epoch 114: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.31it/s, v_num=0]
Epoch 114: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 115: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 115: 5%|β | 1/22 [00:00<00:00, 196.46it/s, v_num=0]
Epoch 115: 5%|β | 1/22 [00:00<00:00, 161.18it/s, v_num=0]
Epoch 115: 9%|β | 2/22 [00:00<00:00, 180.84it/s, v_num=0]
Epoch 115: 9%|β | 2/22 [00:00<00:00, 166.26it/s, v_num=0]
Epoch 115: 14%|ββ | 3/22 [00:00<00:00, 186.17it/s, v_num=0]
Epoch 115: 14%|ββ | 3/22 [00:00<00:00, 177.43it/s, v_num=0]
Epoch 115: 18%|ββ | 4/22 [00:00<00:00, 190.33it/s, v_num=0]
Epoch 115: 18%|ββ | 4/22 [00:00<00:00, 180.35it/s, v_num=0]
Epoch 115: 23%|βββ | 5/22 [00:00<00:00, 188.35it/s, v_num=0]
Epoch 115: 23%|βββ | 5/22 [00:00<00:00, 181.20it/s, v_num=0]
Epoch 115: 27%|βββ | 6/22 [00:00<00:00, 190.77it/s, v_num=0]
Epoch 115: 27%|βββ | 6/22 [00:00<00:00, 183.41it/s, v_num=0]
Epoch 115: 32%|ββββ | 7/22 [00:00<00:00, 192.51it/s, v_num=0]
Epoch 115: 32%|ββββ | 7/22 [00:00<00:00, 188.00it/s, v_num=0]
Epoch 115: 36%|ββββ | 8/22 [00:00<00:00, 194.12it/s, v_num=0]
Epoch 115: 36%|ββββ | 8/22 [00:00<00:00, 190.44it/s, v_num=0]
Epoch 115: 41%|ββββ | 9/22 [00:00<00:00, 190.08it/s, v_num=0]
Epoch 115: 41%|ββββ | 9/22 [00:00<00:00, 186.59it/s, v_num=0]
Epoch 115: 45%|βββββ | 10/22 [00:00<00:00, 192.58it/s, v_num=0]
Epoch 115: 45%|βββββ | 10/22 [00:00<00:00, 188.03it/s, v_num=0]
Epoch 115: 50%|βββββ | 11/22 [00:00<00:00, 192.84it/s, v_num=0]
Epoch 115: 50%|βββββ | 11/22 [00:00<00:00, 190.23it/s, v_num=0]
Epoch 115: 55%|ββββββ | 12/22 [00:00<00:00, 194.65it/s, v_num=0]
Epoch 115: 55%|ββββββ | 12/22 [00:00<00:00, 191.73it/s, v_num=0]
Epoch 115: 59%|ββββββ | 13/22 [00:00<00:00, 196.15it/s, v_num=0]
Epoch 115: 59%|ββββββ | 13/22 [00:00<00:00, 193.66it/s, v_num=0]
Epoch 115: 64%|βββββββ | 14/22 [00:00<00:00, 197.18it/s, v_num=0]
Epoch 115: 64%|βββββββ | 14/22 [00:00<00:00, 194.84it/s, v_num=0]
Epoch 115: 68%|βββββββ | 15/22 [00:00<00:00, 198.04it/s, v_num=0]
Epoch 115: 68%|βββββββ | 15/22 [00:00<00:00, 195.69it/s, v_num=0]
Epoch 115: 73%|ββββββββ | 16/22 [00:00<00:00, 198.29it/s, v_num=0]
Epoch 115: 73%|ββββββββ | 16/22 [00:00<00:00, 196.40it/s, v_num=0]
Epoch 115: 77%|ββββββββ | 17/22 [00:00<00:00, 199.14it/s, v_num=0]
Epoch 115: 77%|ββββββββ | 17/22 [00:00<00:00, 195.97it/s, v_num=0]
Epoch 115: 82%|βββββββββ | 18/22 [00:00<00:00, 198.59it/s, v_num=0]
Epoch 115: 82%|βββββββββ | 18/22 [00:00<00:00, 196.60it/s, v_num=0]
Epoch 115: 86%|βββββββββ | 19/22 [00:00<00:00, 198.54it/s, v_num=0]
Epoch 115: 86%|βββββββββ | 19/22 [00:00<00:00, 196.73it/s, v_num=0]
Epoch 115: 91%|βββββββββ | 20/22 [00:00<00:00, 199.32it/s, v_num=0]
Epoch 115: 91%|βββββββββ | 20/22 [00:00<00:00, 197.24it/s, v_num=0]
Epoch 115: 95%|ββββββββββ| 21/22 [00:00<00:00, 194.61it/s, v_num=0]
Epoch 115: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.15it/s, v_num=0]
Epoch 115: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.86it/s, v_num=0]
Epoch 115: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.08it/s, v_num=0]
Epoch 115: 100%|ββββββββββ| 22/22 [00:00<00:00, 174.86it/s, v_num=0]
Epoch 115: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 116: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 116: 5%|β | 1/22 [00:00<00:00, 147.30it/s, v_num=0]
Epoch 116: 5%|β | 1/22 [00:00<00:00, 130.31it/s, v_num=0]
Epoch 116: 9%|β | 2/22 [00:00<00:00, 161.57it/s, v_num=0]
Epoch 116: 9%|β | 2/22 [00:00<00:00, 129.47it/s, v_num=0]
Epoch 116: 14%|ββ | 3/22 [00:00<00:00, 145.13it/s, v_num=0]
Epoch 116: 14%|ββ | 3/22 [00:00<00:00, 138.38it/s, v_num=0]
Epoch 116: 18%|ββ | 4/22 [00:00<00:00, 148.38it/s, v_num=0]
Epoch 116: 18%|ββ | 4/22 [00:00<00:00, 143.43it/s, v_num=0]
Epoch 116: 23%|βββ | 5/22 [00:00<00:00, 151.36it/s, v_num=0]
Epoch 116: 23%|βββ | 5/22 [00:00<00:00, 141.86it/s, v_num=0]
Epoch 116: 27%|βββ | 6/22 [00:00<00:00, 147.50it/s, v_num=0]
Epoch 116: 27%|βββ | 6/22 [00:00<00:00, 144.00it/s, v_num=0]
Epoch 116: 32%|ββββ | 7/22 [00:00<00:00, 150.82it/s, v_num=0]
Epoch 116: 32%|ββββ | 7/22 [00:00<00:00, 146.17it/s, v_num=0]
Epoch 116: 36%|ββββ | 8/22 [00:00<00:00, 151.57it/s, v_num=0]
Epoch 116: 36%|ββββ | 8/22 [00:00<00:00, 148.57it/s, v_num=0]
Epoch 116: 41%|ββββ | 9/22 [00:00<00:00, 152.84it/s, v_num=0]
Epoch 116: 41%|ββββ | 9/22 [00:00<00:00, 150.86it/s, v_num=0]
Epoch 116: 45%|βββββ | 10/22 [00:00<00:00, 154.83it/s, v_num=0]
Epoch 116: 45%|βββββ | 10/22 [00:00<00:00, 152.92it/s, v_num=0]
Epoch 116: 50%|βββββ | 11/22 [00:00<00:00, 155.91it/s, v_num=0]
Epoch 116: 50%|βββββ | 11/22 [00:00<00:00, 151.38it/s, v_num=0]
Epoch 116: 55%|ββββββ | 12/22 [00:00<00:00, 154.77it/s, v_num=0]
Epoch 116: 55%|ββββββ | 12/22 [00:00<00:00, 153.14it/s, v_num=0]
Epoch 116: 59%|ββββββ | 13/22 [00:00<00:00, 156.37it/s, v_num=0]
Epoch 116: 59%|ββββββ | 13/22 [00:00<00:00, 152.12it/s, v_num=0]
Epoch 116: 64%|βββββββ | 14/22 [00:00<00:00, 155.72it/s, v_num=0]
Epoch 116: 64%|βββββββ | 14/22 [00:00<00:00, 152.45it/s, v_num=0]
Epoch 116: 68%|βββββββ | 15/22 [00:00<00:00, 154.52it/s, v_num=0]
Epoch 116: 68%|βββββββ | 15/22 [00:00<00:00, 152.81it/s, v_num=0]
Epoch 116: 73%|ββββββββ | 16/22 [00:00<00:00, 156.15it/s, v_num=0]
Epoch 116: 73%|ββββββββ | 16/22 [00:00<00:00, 154.70it/s, v_num=0]
Epoch 116: 77%|ββββββββ | 17/22 [00:00<00:00, 155.61it/s, v_num=0]
Epoch 116: 77%|ββββββββ | 17/22 [00:00<00:00, 152.86it/s, v_num=0]
Epoch 116: 82%|βββββββββ | 18/22 [00:00<00:00, 154.02it/s, v_num=0]
Epoch 116: 82%|βββββββββ | 18/22 [00:00<00:00, 151.34it/s, v_num=0]
Epoch 116: 86%|βββββββββ | 19/22 [00:00<00:00, 151.11it/s, v_num=0]
Epoch 116: 86%|βββββββββ | 19/22 [00:00<00:00, 150.00it/s, v_num=0]
Epoch 116: 91%|βββββββββ | 20/22 [00:00<00:00, 150.89it/s, v_num=0]
Epoch 116: 91%|βββββββββ | 20/22 [00:00<00:00, 149.83it/s, v_num=0]
Epoch 116: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.48it/s, v_num=0]
Epoch 116: 95%|ββββββββββ| 21/22 [00:00<00:00, 150.63it/s, v_num=0]
Epoch 116: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.84it/s, v_num=0]
Epoch 116: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.03it/s, v_num=0]
Epoch 116: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.15it/s, v_num=0]
Epoch 116: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 117: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 117: 5%|β | 1/22 [00:00<00:00, 173.89it/s, v_num=0]
Epoch 117: 5%|β | 1/22 [00:00<00:00, 150.74it/s, v_num=0]
Epoch 117: 9%|β | 2/22 [00:00<00:00, 165.27it/s, v_num=0]
Epoch 117: 9%|β | 2/22 [00:00<00:00, 154.22it/s, v_num=0]
Epoch 117: 14%|ββ | 3/22 [00:00<00:00, 170.39it/s, v_num=0]
Epoch 117: 14%|ββ | 3/22 [00:00<00:00, 154.63it/s, v_num=0]
Epoch 117: 18%|ββ | 4/22 [00:00<00:00, 162.64it/s, v_num=0]
Epoch 117: 18%|ββ | 4/22 [00:00<00:00, 157.43it/s, v_num=0]
Epoch 117: 23%|βββ | 5/22 [00:00<00:00, 165.71it/s, v_num=0]
Epoch 117: 23%|βββ | 5/22 [00:00<00:00, 156.64it/s, v_num=0]
Epoch 117: 27%|βββ | 6/22 [00:00<00:00, 163.11it/s, v_num=0]
Epoch 117: 27%|βββ | 6/22 [00:00<00:00, 159.37it/s, v_num=0]
Epoch 117: 32%|ββββ | 7/22 [00:00<00:00, 164.97it/s, v_num=0]
Epoch 117: 32%|ββββ | 7/22 [00:00<00:00, 157.08it/s, v_num=0]
Epoch 117: 36%|ββββ | 8/22 [00:00<00:00, 162.67it/s, v_num=0]
Epoch 117: 36%|ββββ | 8/22 [00:00<00:00, 159.57it/s, v_num=0]
Epoch 117: 41%|ββββ | 9/22 [00:00<00:00, 165.20it/s, v_num=0]
Epoch 117: 41%|ββββ | 9/22 [00:00<00:00, 161.62it/s, v_num=0]
Epoch 117: 45%|βββββ | 10/22 [00:00<00:00, 163.04it/s, v_num=0]
Epoch 117: 45%|βββββ | 10/22 [00:00<00:00, 157.39it/s, v_num=0]
Epoch 117: 50%|βββββ | 11/22 [00:00<00:00, 160.55it/s, v_num=0]
Epoch 117: 50%|βββββ | 11/22 [00:00<00:00, 158.32it/s, v_num=0]
Epoch 117: 55%|ββββββ | 12/22 [00:00<00:00, 152.50it/s, v_num=0]
Epoch 117: 55%|ββββββ | 12/22 [00:00<00:00, 150.90it/s, v_num=0]
Epoch 117: 59%|ββββββ | 13/22 [00:00<00:00, 151.78it/s, v_num=0]
Epoch 117: 59%|ββββββ | 13/22 [00:00<00:00, 150.32it/s, v_num=0]
Epoch 117: 64%|βββββββ | 14/22 [00:00<00:00, 152.56it/s, v_num=0]
Epoch 117: 64%|βββββββ | 14/22 [00:00<00:00, 151.21it/s, v_num=0]
Epoch 117: 68%|βββββββ | 15/22 [00:00<00:00, 153.78it/s, v_num=0]
Epoch 117: 68%|βββββββ | 15/22 [00:00<00:00, 152.58it/s, v_num=0]
Epoch 117: 73%|ββββββββ | 16/22 [00:00<00:00, 154.57it/s, v_num=0]
Epoch 117: 73%|ββββββββ | 16/22 [00:00<00:00, 151.72it/s, v_num=0]
Epoch 117: 77%|ββββββββ | 17/22 [00:00<00:00, 154.38it/s, v_num=0]
Epoch 117: 77%|ββββββββ | 17/22 [00:00<00:00, 153.29it/s, v_num=0]
Epoch 117: 82%|βββββββββ | 18/22 [00:00<00:00, 155.29it/s, v_num=0]
Epoch 117: 82%|βββββββββ | 18/22 [00:00<00:00, 152.66it/s, v_num=0]
Epoch 117: 86%|βββββββββ | 19/22 [00:00<00:00, 155.55it/s, v_num=0]
Epoch 117: 86%|βββββββββ | 19/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 117: 91%|βββββββββ | 20/22 [00:00<00:00, 155.77it/s, v_num=0]
Epoch 117: 91%|βββββββββ | 20/22 [00:00<00:00, 154.81it/s, v_num=0]
Epoch 117: 95%|ββββββββββ| 21/22 [00:00<00:00, 156.27it/s, v_num=0]
Epoch 117: 95%|ββββββββββ| 21/22 [00:00<00:00, 154.97it/s, v_num=0]
Epoch 117: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.03it/s, v_num=0]
Epoch 117: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.69it/s, v_num=0]
Epoch 117: 100%|ββββββββββ| 22/22 [00:00<00:00, 148.14it/s, v_num=0]
Epoch 117: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 118: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 118: 5%|β | 1/22 [00:00<00:00, 162.65it/s, v_num=0]
Epoch 118: 5%|β | 1/22 [00:00<00:00, 124.77it/s, v_num=0]
Epoch 118: 9%|β | 2/22 [00:00<00:00, 155.09it/s, v_num=0]
Epoch 118: 9%|β | 2/22 [00:00<00:00, 144.96it/s, v_num=0]
Epoch 118: 14%|ββ | 3/22 [00:00<00:00, 159.92it/s, v_num=0]
Epoch 118: 14%|ββ | 3/22 [00:00<00:00, 152.25it/s, v_num=0]
Epoch 118: 18%|ββ | 4/22 [00:00<00:00, 155.46it/s, v_num=0]
Epoch 118: 18%|ββ | 4/22 [00:00<00:00, 150.42it/s, v_num=0]
Epoch 118: 23%|βββ | 5/22 [00:00<00:00, 145.07it/s, v_num=0]
Epoch 118: 23%|βββ | 5/22 [00:00<00:00, 140.69it/s, v_num=0]
Epoch 118: 27%|βββ | 6/22 [00:00<00:00, 148.63it/s, v_num=0]
Epoch 118: 27%|βββ | 6/22 [00:00<00:00, 144.92it/s, v_num=0]
Epoch 118: 32%|ββββ | 7/22 [00:00<00:00, 150.53it/s, v_num=0]
Epoch 118: 32%|ββββ | 7/22 [00:00<00:00, 147.62it/s, v_num=0]
Epoch 118: 36%|ββββ | 8/22 [00:00<00:00, 153.47it/s, v_num=0]
Epoch 118: 36%|ββββ | 8/22 [00:00<00:00, 150.40it/s, v_num=0]
Epoch 118: 41%|ββββ | 9/22 [00:00<00:00, 155.49it/s, v_num=0]
Epoch 118: 41%|ββββ | 9/22 [00:00<00:00, 150.90it/s, v_num=0]
Epoch 118: 45%|βββββ | 10/22 [00:00<00:00, 154.75it/s, v_num=0]
Epoch 118: 45%|βββββ | 10/22 [00:00<00:00, 152.83it/s, v_num=0]
Epoch 118: 50%|βββββ | 11/22 [00:00<00:00, 156.68it/s, v_num=0]
Epoch 118: 50%|βββββ | 11/22 [00:00<00:00, 154.69it/s, v_num=0]
Epoch 118: 55%|ββββββ | 12/22 [00:00<00:00, 157.75it/s, v_num=0]
Epoch 118: 55%|ββββββ | 12/22 [00:00<00:00, 155.67it/s, v_num=0]
Epoch 118: 59%|ββββββ | 13/22 [00:00<00:00, 158.19it/s, v_num=0]
Epoch 118: 59%|ββββββ | 13/22 [00:00<00:00, 156.56it/s, v_num=0]
Epoch 118: 64%|βββββββ | 14/22 [00:00<00:00, 158.95it/s, v_num=0]
Epoch 118: 64%|βββββββ | 14/22 [00:00<00:00, 157.30it/s, v_num=0]
Epoch 118: 68%|βββββββ | 15/22 [00:00<00:00, 159.56it/s, v_num=0]
Epoch 118: 68%|βββββββ | 15/22 [00:00<00:00, 158.00it/s, v_num=0]
Epoch 118: 73%|ββββββββ | 16/22 [00:00<00:00, 159.30it/s, v_num=0]
Epoch 118: 73%|ββββββββ | 16/22 [00:00<00:00, 157.80it/s, v_num=0]
Epoch 118: 77%|ββββββββ | 17/22 [00:00<00:00, 159.65it/s, v_num=0]
Epoch 118: 77%|ββββββββ | 17/22 [00:00<00:00, 158.30it/s, v_num=0]
Epoch 118: 82%|βββββββββ | 18/22 [00:00<00:00, 159.59it/s, v_num=0]
Epoch 118: 82%|βββββββββ | 18/22 [00:00<00:00, 158.45it/s, v_num=0]
Epoch 118: 86%|βββββββββ | 19/22 [00:00<00:00, 159.95it/s, v_num=0]
Epoch 118: 86%|βββββββββ | 19/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 118: 91%|βββββββββ | 20/22 [00:00<00:00, 158.97it/s, v_num=0]
Epoch 118: 91%|βββββββββ | 20/22 [00:00<00:00, 157.73it/s, v_num=0]
Epoch 118: 95%|ββββββββββ| 21/22 [00:00<00:00, 159.98it/s, v_num=0]
Epoch 118: 95%|ββββββββββ| 21/22 [00:00<00:00, 158.66it/s, v_num=0]
Epoch 118: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.64it/s, v_num=0]
Epoch 118: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.70it/s, v_num=0]
Epoch 118: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.92it/s, v_num=0]
Epoch 118: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 119: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 119: 5%|β | 1/22 [00:00<00:00, 175.71it/s, v_num=0]
Epoch 119: 5%|β | 1/22 [00:00<00:00, 154.81it/s, v_num=0]
Epoch 119: 9%|β | 2/22 [00:00<00:00, 173.90it/s, v_num=0]
Epoch 119: 9%|β | 2/22 [00:00<00:00, 161.70it/s, v_num=0]
Epoch 119: 14%|ββ | 3/22 [00:00<00:00, 174.52it/s, v_num=0]
Epoch 119: 14%|ββ | 3/22 [00:00<00:00, 155.13it/s, v_num=0]
Epoch 119: 18%|ββ | 4/22 [00:00<00:00, 169.40it/s, v_num=0]
Epoch 119: 18%|ββ | 4/22 [00:00<00:00, 159.34it/s, v_num=0]
Epoch 119: 23%|βββ | 5/22 [00:00<00:00, 172.95it/s, v_num=0]
Epoch 119: 23%|βββ | 5/22 [00:00<00:00, 168.15it/s, v_num=0]
Epoch 119: 27%|βββ | 6/22 [00:00<00:00, 173.64it/s, v_num=0]
Epoch 119: 27%|βββ | 6/22 [00:00<00:00, 169.33it/s, v_num=0]
Epoch 119: 32%|ββββ | 7/22 [00:00<00:00, 174.01it/s, v_num=0]
Epoch 119: 32%|ββββ | 7/22 [00:00<00:00, 170.77it/s, v_num=0]
Epoch 119: 36%|ββββ | 8/22 [00:00<00:00, 174.22it/s, v_num=0]
Epoch 119: 36%|ββββ | 8/22 [00:00<00:00, 165.87it/s, v_num=0]
Epoch 119: 41%|ββββ | 9/22 [00:00<00:00, 170.29it/s, v_num=0]
Epoch 119: 41%|ββββ | 9/22 [00:00<00:00, 163.07it/s, v_num=0]
Epoch 119: 45%|βββββ | 10/22 [00:00<00:00, 167.44it/s, v_num=0]
Epoch 119: 45%|βββββ | 10/22 [00:00<00:00, 163.47it/s, v_num=0]
Epoch 119: 50%|βββββ | 11/22 [00:00<00:00, 167.30it/s, v_num=0]
Epoch 119: 50%|βββββ | 11/22 [00:00<00:00, 164.85it/s, v_num=0]
Epoch 119: 55%|ββββββ | 12/22 [00:00<00:00, 165.57it/s, v_num=0]
Epoch 119: 55%|ββββββ | 12/22 [00:00<00:00, 160.98it/s, v_num=0]
Epoch 119: 59%|ββββββ | 13/22 [00:00<00:00, 165.58it/s, v_num=0]
Epoch 119: 59%|ββββββ | 13/22 [00:00<00:00, 163.92it/s, v_num=0]
Epoch 119: 64%|βββββββ | 14/22 [00:00<00:00, 166.89it/s, v_num=0]
Epoch 119: 64%|βββββββ | 14/22 [00:00<00:00, 164.92it/s, v_num=0]
Epoch 119: 68%|βββββββ | 15/22 [00:00<00:00, 159.02it/s, v_num=0]
Epoch 119: 68%|βββββββ | 15/22 [00:00<00:00, 155.28it/s, v_num=0]
Epoch 119: 73%|ββββββββ | 16/22 [00:00<00:00, 156.64it/s, v_num=0]
Epoch 119: 73%|ββββββββ | 16/22 [00:00<00:00, 155.29it/s, v_num=0]
Epoch 119: 77%|ββββββββ | 17/22 [00:00<00:00, 156.98it/s, v_num=0]
Epoch 119: 77%|ββββββββ | 17/22 [00:00<00:00, 154.29it/s, v_num=0]
Epoch 119: 82%|βββββββββ | 18/22 [00:00<00:00, 158.24it/s, v_num=0]
Epoch 119: 82%|βββββββββ | 18/22 [00:00<00:00, 157.19it/s, v_num=0]
Epoch 119: 86%|βββββββββ | 19/22 [00:00<00:00, 159.55it/s, v_num=0]
Epoch 119: 86%|βββββββββ | 19/22 [00:00<00:00, 158.54it/s, v_num=0]
Epoch 119: 91%|βββββββββ | 20/22 [00:00<00:00, 159.37it/s, v_num=0]
Epoch 119: 91%|βββββββββ | 20/22 [00:00<00:00, 158.41it/s, v_num=0]
Epoch 119: 95%|ββββββββββ| 21/22 [00:00<00:00, 160.49it/s, v_num=0]
Epoch 119: 95%|ββββββββββ| 21/22 [00:00<00:00, 158.12it/s, v_num=0]
Epoch 119: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.31it/s, v_num=0]
Epoch 119: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.12it/s, v_num=0]
Epoch 119: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.63it/s, v_num=0]
Epoch 119: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 120: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 120: 5%|β | 1/22 [00:00<00:00, 140.82it/s, v_num=0]
Epoch 120: 5%|β | 1/22 [00:00<00:00, 108.91it/s, v_num=0]
Epoch 120: 9%|β | 2/22 [00:00<00:00, 142.34it/s, v_num=0]
Epoch 120: 9%|β | 2/22 [00:00<00:00, 125.64it/s, v_num=0]
Epoch 120: 14%|ββ | 3/22 [00:00<00:00, 143.01it/s, v_num=0]
Epoch 120: 14%|ββ | 3/22 [00:00<00:00, 137.62it/s, v_num=0]
Epoch 120: 18%|ββ | 4/22 [00:00<00:00, 150.67it/s, v_num=0]
Epoch 120: 18%|ββ | 4/22 [00:00<00:00, 146.54it/s, v_num=0]
Epoch 120: 23%|βββ | 5/22 [00:00<00:00, 161.53it/s, v_num=0]
Epoch 120: 23%|βββ | 5/22 [00:00<00:00, 157.67it/s, v_num=0]
Epoch 120: 27%|βββ | 6/22 [00:00<00:00, 159.73it/s, v_num=0]
Epoch 120: 27%|βββ | 6/22 [00:00<00:00, 156.26it/s, v_num=0]
Epoch 120: 32%|ββββ | 7/22 [00:00<00:00, 161.93it/s, v_num=0]
Epoch 120: 32%|ββββ | 7/22 [00:00<00:00, 159.17it/s, v_num=0]
Epoch 120: 36%|ββββ | 8/22 [00:00<00:00, 162.44it/s, v_num=0]
Epoch 120: 36%|ββββ | 8/22 [00:00<00:00, 159.33it/s, v_num=0]
Epoch 120: 41%|ββββ | 9/22 [00:00<00:00, 160.92it/s, v_num=0]
Epoch 120: 41%|ββββ | 9/22 [00:00<00:00, 158.40it/s, v_num=0]
Epoch 120: 45%|βββββ | 10/22 [00:00<00:00, 162.86it/s, v_num=0]
Epoch 120: 45%|βββββ | 10/22 [00:00<00:00, 160.92it/s, v_num=0]
Epoch 120: 50%|βββββ | 11/22 [00:00<00:00, 161.73it/s, v_num=0]
Epoch 120: 50%|βββββ | 11/22 [00:00<00:00, 159.93it/s, v_num=0]
Epoch 120: 55%|ββββββ | 12/22 [00:00<00:00, 162.33it/s, v_num=0]
Epoch 120: 55%|ββββββ | 12/22 [00:00<00:00, 158.18it/s, v_num=0]
Epoch 120: 59%|ββββββ | 13/22 [00:00<00:00, 161.42it/s, v_num=0]
Epoch 120: 59%|ββββββ | 13/22 [00:00<00:00, 157.46it/s, v_num=0]
Epoch 120: 64%|βββββββ | 14/22 [00:00<00:00, 160.67it/s, v_num=0]
Epoch 120: 64%|βββββββ | 14/22 [00:00<00:00, 157.09it/s, v_num=0]
Epoch 120: 68%|βββββββ | 15/22 [00:00<00:00, 160.88it/s, v_num=0]
Epoch 120: 68%|βββββββ | 15/22 [00:00<00:00, 157.65it/s, v_num=0]
Epoch 120: 73%|ββββββββ | 16/22 [00:00<00:00, 161.03it/s, v_num=0]
Epoch 120: 73%|ββββββββ | 16/22 [00:00<00:00, 159.89it/s, v_num=0]
Epoch 120: 77%|ββββββββ | 17/22 [00:00<00:00, 161.56it/s, v_num=0]
Epoch 120: 77%|ββββββββ | 17/22 [00:00<00:00, 160.38it/s, v_num=0]
Epoch 120: 82%|βββββββββ | 18/22 [00:00<00:00, 162.03it/s, v_num=0]
Epoch 120: 82%|βββββββββ | 18/22 [00:00<00:00, 160.93it/s, v_num=0]
Epoch 120: 86%|βββββββββ | 19/22 [00:00<00:00, 162.78it/s, v_num=0]
Epoch 120: 86%|βββββββββ | 19/22 [00:00<00:00, 160.00it/s, v_num=0]
Epoch 120: 91%|βββββββββ | 20/22 [00:00<00:00, 162.93it/s, v_num=0]
Epoch 120: 91%|βββββββββ | 20/22 [00:00<00:00, 161.83it/s, v_num=0]
Epoch 120: 95%|ββββββββββ| 21/22 [00:00<00:00, 163.47it/s, v_num=0]
Epoch 120: 95%|ββββββββββ| 21/22 [00:00<00:00, 161.16it/s, v_num=0]
Epoch 120: 100%|ββββββββββ| 22/22 [00:00<00:00, 162.89it/s, v_num=0]
Epoch 120: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.59it/s, v_num=0]
Epoch 120: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.64it/s, v_num=0]
Epoch 120: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 121: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 121: 5%|β | 1/22 [00:00<00:00, 176.05it/s, v_num=0]
Epoch 121: 5%|β | 1/22 [00:00<00:00, 126.73it/s, v_num=0]
Epoch 121: 9%|β | 2/22 [00:00<00:00, 160.85it/s, v_num=0]
Epoch 121: 9%|β | 2/22 [00:00<00:00, 134.99it/s, v_num=0]
Epoch 121: 14%|ββ | 3/22 [00:00<00:00, 154.57it/s, v_num=0]
Epoch 121: 14%|ββ | 3/22 [00:00<00:00, 148.80it/s, v_num=0]
Epoch 121: 18%|ββ | 4/22 [00:00<00:00, 150.21it/s, v_num=0]
Epoch 121: 18%|ββ | 4/22 [00:00<00:00, 145.82it/s, v_num=0]
Epoch 121: 23%|βββ | 5/22 [00:00<00:00, 155.65it/s, v_num=0]
Epoch 121: 23%|βββ | 5/22 [00:00<00:00, 147.00it/s, v_num=0]
Epoch 121: 27%|βββ | 6/22 [00:00<00:00, 155.93it/s, v_num=0]
Epoch 121: 27%|βββ | 6/22 [00:00<00:00, 152.78it/s, v_num=0]
Epoch 121: 32%|ββββ | 7/22 [00:00<00:00, 157.11it/s, v_num=0]
Epoch 121: 32%|ββββ | 7/22 [00:00<00:00, 154.46it/s, v_num=0]
Epoch 121: 36%|ββββ | 8/22 [00:00<00:00, 157.90it/s, v_num=0]
Epoch 121: 36%|ββββ | 8/22 [00:00<00:00, 155.42it/s, v_num=0]
Epoch 121: 41%|ββββ | 9/22 [00:00<00:00, 157.42it/s, v_num=0]
Epoch 121: 41%|ββββ | 9/22 [00:00<00:00, 154.93it/s, v_num=0]
Epoch 121: 45%|βββββ | 10/22 [00:00<00:00, 158.20it/s, v_num=0]
Epoch 121: 45%|βββββ | 10/22 [00:00<00:00, 153.51it/s, v_num=0]
Epoch 121: 50%|βββββ | 11/22 [00:00<00:00, 157.39it/s, v_num=0]
Epoch 121: 50%|βββββ | 11/22 [00:00<00:00, 155.31it/s, v_num=0]
Epoch 121: 55%|ββββββ | 12/22 [00:00<00:00, 157.93it/s, v_num=0]
Epoch 121: 55%|ββββββ | 12/22 [00:00<00:00, 156.38it/s, v_num=0]
Epoch 121: 59%|ββββββ | 13/22 [00:00<00:00, 159.56it/s, v_num=0]
Epoch 121: 59%|ββββββ | 13/22 [00:00<00:00, 158.02it/s, v_num=0]
Epoch 121: 64%|βββββββ | 14/22 [00:00<00:00, 160.62it/s, v_num=0]
Epoch 121: 64%|βββββββ | 14/22 [00:00<00:00, 156.85it/s, v_num=0]
Epoch 121: 68%|βββββββ | 15/22 [00:00<00:00, 160.01it/s, v_num=0]
Epoch 121: 68%|βββββββ | 15/22 [00:00<00:00, 158.60it/s, v_num=0]
Epoch 121: 73%|ββββββββ | 16/22 [00:00<00:00, 160.18it/s, v_num=0]
Epoch 121: 73%|ββββββββ | 16/22 [00:00<00:00, 156.85it/s, v_num=0]
Epoch 121: 77%|ββββββββ | 17/22 [00:00<00:00, 155.27it/s, v_num=0]
Epoch 121: 77%|ββββββββ | 17/22 [00:00<00:00, 153.35it/s, v_num=0]
Epoch 121: 82%|βββββββββ | 18/22 [00:00<00:00, 150.21it/s, v_num=0]
Epoch 121: 82%|βββββββββ | 18/22 [00:00<00:00, 147.35it/s, v_num=0]
Epoch 121: 86%|βββββββββ | 19/22 [00:00<00:00, 149.40it/s, v_num=0]
Epoch 121: 86%|βββββββββ | 19/22 [00:00<00:00, 147.67it/s, v_num=0]
Epoch 121: 91%|βββββββββ | 20/22 [00:00<00:00, 148.90it/s, v_num=0]
Epoch 121: 91%|βββββββββ | 20/22 [00:00<00:00, 146.08it/s, v_num=0]
Epoch 121: 95%|ββββββββββ| 21/22 [00:00<00:00, 144.60it/s, v_num=0]
Epoch 121: 95%|ββββββββββ| 21/22 [00:00<00:00, 143.56it/s, v_num=0]
Epoch 121: 100%|ββββββββββ| 22/22 [00:00<00:00, 144.94it/s, v_num=0]
Epoch 121: 100%|ββββββββββ| 22/22 [00:00<00:00, 143.98it/s, v_num=0]
Epoch 121: 100%|ββββββββββ| 22/22 [00:00<00:00, 141.65it/s, v_num=0]
Epoch 121: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 122: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 122: 5%|β | 1/22 [00:00<00:00, 167.42it/s, v_num=0]
Epoch 122: 5%|β | 1/22 [00:00<00:00, 122.51it/s, v_num=0]
Epoch 122: 9%|β | 2/22 [00:00<00:00, 153.83it/s, v_num=0]
Epoch 122: 9%|β | 2/22 [00:00<00:00, 142.27it/s, v_num=0]
Epoch 122: 14%|ββ | 3/22 [00:00<00:00, 158.45it/s, v_num=0]
Epoch 122: 14%|ββ | 3/22 [00:00<00:00, 143.41it/s, v_num=0]
Epoch 122: 18%|ββ | 4/22 [00:00<00:00, 151.53it/s, v_num=0]
Epoch 122: 18%|ββ | 4/22 [00:00<00:00, 140.96it/s, v_num=0]
Epoch 122: 23%|βββ | 5/22 [00:00<00:00, 151.57it/s, v_num=0]
Epoch 122: 23%|βββ | 5/22 [00:00<00:00, 147.01it/s, v_num=0]
Epoch 122: 27%|βββ | 6/22 [00:00<00:00, 154.47it/s, v_num=0]
Epoch 122: 27%|βββ | 6/22 [00:00<00:00, 150.47it/s, v_num=0]
Epoch 122: 32%|ββββ | 7/22 [00:00<00:00, 157.30it/s, v_num=0]
Epoch 122: 32%|ββββ | 7/22 [00:00<00:00, 154.00it/s, v_num=0]
Epoch 122: 36%|ββββ | 8/22 [00:00<00:00, 158.17it/s, v_num=0]
Epoch 122: 36%|ββββ | 8/22 [00:00<00:00, 154.97it/s, v_num=0]
Epoch 122: 41%|ββββ | 9/22 [00:00<00:00, 157.10it/s, v_num=0]
Epoch 122: 41%|ββββ | 9/22 [00:00<00:00, 153.82it/s, v_num=0]
Epoch 122: 45%|βββββ | 10/22 [00:00<00:00, 156.45it/s, v_num=0]
Epoch 122: 45%|βββββ | 10/22 [00:00<00:00, 150.80it/s, v_num=0]
Epoch 122: 50%|βββββ | 11/22 [00:00<00:00, 145.63it/s, v_num=0]
Epoch 122: 50%|βββββ | 11/22 [00:00<00:00, 143.99it/s, v_num=0]
Epoch 122: 55%|ββββββ | 12/22 [00:00<00:00, 148.06it/s, v_num=0]
Epoch 122: 55%|ββββββ | 12/22 [00:00<00:00, 146.59it/s, v_num=0]
Epoch 122: 59%|ββββββ | 13/22 [00:00<00:00, 146.01it/s, v_num=0]
Epoch 122: 59%|ββββββ | 13/22 [00:00<00:00, 144.16it/s, v_num=0]
Epoch 122: 64%|βββββββ | 14/22 [00:00<00:00, 145.49it/s, v_num=0]
Epoch 122: 64%|βββββββ | 14/22 [00:00<00:00, 142.41it/s, v_num=0]
Epoch 122: 68%|βββββββ | 15/22 [00:00<00:00, 144.69it/s, v_num=0]
Epoch 122: 68%|βββββββ | 15/22 [00:00<00:00, 141.76it/s, v_num=0]
Epoch 122: 73%|ββββββββ | 16/22 [00:00<00:00, 144.70it/s, v_num=0]
Epoch 122: 73%|ββββββββ | 16/22 [00:00<00:00, 142.02it/s, v_num=0]
Epoch 122: 77%|ββββββββ | 17/22 [00:00<00:00, 140.62it/s, v_num=0]
Epoch 122: 77%|ββββββββ | 17/22 [00:00<00:00, 138.37it/s, v_num=0]
Epoch 122: 82%|βββββββββ | 18/22 [00:00<00:00, 140.49it/s, v_num=0]
Epoch 122: 82%|βββββββββ | 18/22 [00:00<00:00, 137.84it/s, v_num=0]
Epoch 122: 86%|βββββββββ | 19/22 [00:00<00:00, 139.70it/s, v_num=0]
Epoch 122: 86%|βββββββββ | 19/22 [00:00<00:00, 137.60it/s, v_num=0]
Epoch 122: 91%|βββββββββ | 20/22 [00:00<00:00, 139.30it/s, v_num=0]
Epoch 122: 91%|βββββββββ | 20/22 [00:00<00:00, 137.49it/s, v_num=0]
Epoch 122: 95%|ββββββββββ| 21/22 [00:00<00:00, 139.52it/s, v_num=0]
Epoch 122: 95%|ββββββββββ| 21/22 [00:00<00:00, 137.38it/s, v_num=0]
Epoch 122: 100%|ββββββββββ| 22/22 [00:00<00:00, 139.00it/s, v_num=0]
Epoch 122: 100%|ββββββββββ| 22/22 [00:00<00:00, 138.25it/s, v_num=0]
Epoch 122: 100%|ββββββββββ| 22/22 [00:00<00:00, 135.83it/s, v_num=0]
Epoch 122: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 123: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 123: 5%|β | 1/22 [00:00<00:00, 141.85it/s, v_num=0]
Epoch 123: 5%|β | 1/22 [00:00<00:00, 109.99it/s, v_num=0]
Epoch 123: 9%|β | 2/22 [00:00<00:00, 136.78it/s, v_num=0]
Epoch 123: 9%|β | 2/22 [00:00<00:00, 127.98it/s, v_num=0]
Epoch 123: 14%|ββ | 3/22 [00:00<00:00, 149.80it/s, v_num=0]
Epoch 123: 14%|ββ | 3/22 [00:00<00:00, 142.98it/s, v_num=0]
Epoch 123: 18%|ββ | 4/22 [00:00<00:00, 149.40it/s, v_num=0]
Epoch 123: 18%|ββ | 4/22 [00:00<00:00, 145.01it/s, v_num=0]
Epoch 123: 23%|βββ | 5/22 [00:00<00:00, 146.66it/s, v_num=0]
Epoch 123: 23%|βββ | 5/22 [00:00<00:00, 142.56it/s, v_num=0]
Epoch 123: 27%|βββ | 6/22 [00:00<00:00, 147.58it/s, v_num=0]
Epoch 123: 27%|βββ | 6/22 [00:00<00:00, 144.55it/s, v_num=0]
Epoch 123: 32%|ββββ | 7/22 [00:00<00:00, 154.35it/s, v_num=0]
Epoch 123: 32%|ββββ | 7/22 [00:00<00:00, 151.32it/s, v_num=0]
Epoch 123: 36%|ββββ | 8/22 [00:00<00:00, 157.13it/s, v_num=0]
Epoch 123: 36%|ββββ | 8/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 123: 41%|ββββ | 9/22 [00:00<00:00, 157.94it/s, v_num=0]
Epoch 123: 41%|ββββ | 9/22 [00:00<00:00, 155.65it/s, v_num=0]
Epoch 123: 45%|βββββ | 10/22 [00:00<00:00, 158.84it/s, v_num=0]
Epoch 123: 45%|βββββ | 10/22 [00:00<00:00, 156.58it/s, v_num=0]
Epoch 123: 50%|βββββ | 11/22 [00:00<00:00, 157.15it/s, v_num=0]
Epoch 123: 50%|βββββ | 11/22 [00:00<00:00, 152.94it/s, v_num=0]
Epoch 123: 55%|ββββββ | 12/22 [00:00<00:00, 157.70it/s, v_num=0]
Epoch 123: 55%|ββββββ | 12/22 [00:00<00:00, 155.72it/s, v_num=0]
Epoch 123: 59%|ββββββ | 13/22 [00:00<00:00, 156.66it/s, v_num=0]
Epoch 123: 59%|ββββββ | 13/22 [00:00<00:00, 152.65it/s, v_num=0]
Epoch 123: 64%|βββββββ | 14/22 [00:00<00:00, 154.99it/s, v_num=0]
Epoch 123: 64%|βββββββ | 14/22 [00:00<00:00, 153.65it/s, v_num=0]
Epoch 123: 68%|βββββββ | 15/22 [00:00<00:00, 155.85it/s, v_num=0]
Epoch 123: 68%|βββββββ | 15/22 [00:00<00:00, 152.41it/s, v_num=0]
Epoch 123: 73%|ββββββββ | 16/22 [00:00<00:00, 154.96it/s, v_num=0]
Epoch 123: 73%|ββββββββ | 16/22 [00:00<00:00, 152.24it/s, v_num=0]
Epoch 123: 77%|ββββββββ | 17/22 [00:00<00:00, 153.60it/s, v_num=0]
Epoch 123: 77%|ββββββββ | 17/22 [00:00<00:00, 150.52it/s, v_num=0]
Epoch 123: 82%|βββββββββ | 18/22 [00:00<00:00, 151.48it/s, v_num=0]
Epoch 123: 82%|βββββββββ | 18/22 [00:00<00:00, 150.33it/s, v_num=0]
Epoch 123: 86%|βββββββββ | 19/22 [00:00<00:00, 152.60it/s, v_num=0]
Epoch 123: 86%|βββββββββ | 19/22 [00:00<00:00, 151.33it/s, v_num=0]
Epoch 123: 91%|βββββββββ | 20/22 [00:00<00:00, 152.52it/s, v_num=0]
Epoch 123: 91%|βββββββββ | 20/22 [00:00<00:00, 149.95it/s, v_num=0]
Epoch 123: 95%|ββββββββββ| 21/22 [00:00<00:00, 152.66it/s, v_num=0]
Epoch 123: 95%|ββββββββββ| 21/22 [00:00<00:00, 149.97it/s, v_num=0]
Epoch 123: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.21it/s, v_num=0]
Epoch 123: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.00it/s, v_num=0]
Epoch 123: 100%|ββββββββββ| 22/22 [00:00<00:00, 148.94it/s, v_num=0]
Epoch 123: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 124: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 124: 5%|β | 1/22 [00:00<00:00, 160.97it/s, v_num=0]
Epoch 124: 5%|β | 1/22 [00:00<00:00, 136.97it/s, v_num=0]
Epoch 124: 9%|β | 2/22 [00:00<00:00, 170.07it/s, v_num=0]
Epoch 124: 9%|β | 2/22 [00:00<00:00, 157.78it/s, v_num=0]
Epoch 124: 14%|ββ | 3/22 [00:00<00:00, 158.17it/s, v_num=0]
Epoch 124: 14%|ββ | 3/22 [00:00<00:00, 151.04it/s, v_num=0]
Epoch 124: 18%|ββ | 4/22 [00:00<00:00, 159.76it/s, v_num=0]
Epoch 124: 18%|ββ | 4/22 [00:00<00:00, 153.88it/s, v_num=0]
Epoch 124: 23%|βββ | 5/22 [00:00<00:00, 162.74it/s, v_num=0]
Epoch 124: 23%|βββ | 5/22 [00:00<00:00, 158.62it/s, v_num=0]
Epoch 124: 27%|βββ | 6/22 [00:00<00:00, 168.48it/s, v_num=0]
Epoch 124: 27%|βββ | 6/22 [00:00<00:00, 164.90it/s, v_num=0]
Epoch 124: 32%|ββββ | 7/22 [00:00<00:00, 172.52it/s, v_num=0]
Epoch 124: 32%|ββββ | 7/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 124: 36%|ββββ | 8/22 [00:00<00:00, 172.19it/s, v_num=0]
Epoch 124: 36%|ββββ | 8/22 [00:00<00:00, 169.01it/s, v_num=0]
Epoch 124: 41%|ββββ | 9/22 [00:00<00:00, 173.42it/s, v_num=0]
Epoch 124: 41%|ββββ | 9/22 [00:00<00:00, 170.15it/s, v_num=0]
Epoch 124: 45%|βββββ | 10/22 [00:00<00:00, 172.77it/s, v_num=0]
Epoch 124: 45%|βββββ | 10/22 [00:00<00:00, 170.52it/s, v_num=0]
Epoch 124: 50%|βββββ | 11/22 [00:00<00:00, 172.62it/s, v_num=0]
Epoch 124: 50%|βββββ | 11/22 [00:00<00:00, 170.40it/s, v_num=0]
Epoch 124: 55%|ββββββ | 12/22 [00:00<00:00, 172.96it/s, v_num=0]
Epoch 124: 55%|ββββββ | 12/22 [00:00<00:00, 170.53it/s, v_num=0]
Epoch 124: 59%|ββββββ | 13/22 [00:00<00:00, 172.73it/s, v_num=0]
Epoch 124: 59%|ββββββ | 13/22 [00:00<00:00, 170.89it/s, v_num=0]
Epoch 124: 64%|βββββββ | 14/22 [00:00<00:00, 173.64it/s, v_num=0]
Epoch 124: 64%|βββββββ | 14/22 [00:00<00:00, 170.03it/s, v_num=0]
Epoch 124: 68%|βββββββ | 15/22 [00:00<00:00, 172.46it/s, v_num=0]
Epoch 124: 68%|βββββββ | 15/22 [00:00<00:00, 168.93it/s, v_num=0]
Epoch 124: 73%|ββββββββ | 16/22 [00:00<00:00, 169.69it/s, v_num=0]
Epoch 124: 73%|ββββββββ | 16/22 [00:00<00:00, 167.94it/s, v_num=0]
Epoch 124: 77%|ββββββββ | 17/22 [00:00<00:00, 169.84it/s, v_num=0]
Epoch 124: 77%|ββββββββ | 17/22 [00:00<00:00, 168.46it/s, v_num=0]
Epoch 124: 82%|βββββββββ | 18/22 [00:00<00:00, 168.97it/s, v_num=0]
Epoch 124: 82%|βββββββββ | 18/22 [00:00<00:00, 167.72it/s, v_num=0]
Epoch 124: 86%|βββββββββ | 19/22 [00:00<00:00, 169.09it/s, v_num=0]
Epoch 124: 86%|βββββββββ | 19/22 [00:00<00:00, 167.83it/s, v_num=0]
Epoch 124: 91%|βββββββββ | 20/22 [00:00<00:00, 167.70it/s, v_num=0]
Epoch 124: 91%|βββββββββ | 20/22 [00:00<00:00, 166.49it/s, v_num=0]
Epoch 124: 95%|ββββββββββ| 21/22 [00:00<00:00, 168.29it/s, v_num=0]
Epoch 124: 95%|ββββββββββ| 21/22 [00:00<00:00, 167.25it/s, v_num=0]
Epoch 124: 100%|ββββββββββ| 22/22 [00:00<00:00, 168.36it/s, v_num=0]
Epoch 124: 100%|ββββββββββ| 22/22 [00:00<00:00, 167.32it/s, v_num=0]
Epoch 124: 100%|ββββββββββ| 22/22 [00:00<00:00, 162.90it/s, v_num=0]
Epoch 124: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 125: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 125: 5%|β | 1/22 [00:00<00:00, 174.34it/s, v_num=0]
Epoch 125: 5%|β | 1/22 [00:00<00:00, 152.94it/s, v_num=0]
Epoch 125: 9%|β | 2/22 [00:00<00:00, 173.10it/s, v_num=0]
Epoch 125: 9%|β | 2/22 [00:00<00:00, 160.78it/s, v_num=0]
Epoch 125: 14%|ββ | 3/22 [00:00<00:00, 169.66it/s, v_num=0]
Epoch 125: 14%|ββ | 3/22 [00:00<00:00, 160.34it/s, v_num=0]
Epoch 125: 18%|ββ | 4/22 [00:00<00:00, 172.14it/s, v_num=0]
Epoch 125: 18%|ββ | 4/22 [00:00<00:00, 165.68it/s, v_num=0]
Epoch 125: 23%|βββ | 5/22 [00:00<00:00, 166.71it/s, v_num=0]
Epoch 125: 23%|βββ | 5/22 [00:00<00:00, 162.43it/s, v_num=0]
Epoch 125: 27%|βββ | 6/22 [00:00<00:00, 168.66it/s, v_num=0]
Epoch 125: 27%|βββ | 6/22 [00:00<00:00, 161.52it/s, v_num=0]
Epoch 125: 32%|ββββ | 7/22 [00:00<00:00, 167.87it/s, v_num=0]
Epoch 125: 32%|ββββ | 7/22 [00:00<00:00, 163.79it/s, v_num=0]
Epoch 125: 36%|ββββ | 8/22 [00:00<00:00, 169.36it/s, v_num=0]
Epoch 125: 36%|ββββ | 8/22 [00:00<00:00, 166.48it/s, v_num=0]
Epoch 125: 41%|ββββ | 9/22 [00:00<00:00, 171.70it/s, v_num=0]
Epoch 125: 41%|ββββ | 9/22 [00:00<00:00, 169.09it/s, v_num=0]
Epoch 125: 45%|βββββ | 10/22 [00:00<00:00, 173.88it/s, v_num=0]
Epoch 125: 45%|βββββ | 10/22 [00:00<00:00, 164.10it/s, v_num=0]
Epoch 125: 50%|βββββ | 11/22 [00:00<00:00, 166.92it/s, v_num=0]
Epoch 125: 50%|βββββ | 11/22 [00:00<00:00, 164.59it/s, v_num=0]
Epoch 125: 55%|ββββββ | 12/22 [00:00<00:00, 168.36it/s, v_num=0]
Epoch 125: 55%|ββββββ | 12/22 [00:00<00:00, 165.64it/s, v_num=0]
Epoch 125: 59%|ββββββ | 13/22 [00:00<00:00, 168.15it/s, v_num=0]
Epoch 125: 59%|ββββββ | 13/22 [00:00<00:00, 166.35it/s, v_num=0]
Epoch 125: 64%|βββββββ | 14/22 [00:00<00:00, 169.94it/s, v_num=0]
Epoch 125: 64%|βββββββ | 14/22 [00:00<00:00, 167.54it/s, v_num=0]
Epoch 125: 68%|βββββββ | 15/22 [00:00<00:00, 169.83it/s, v_num=0]
Epoch 125: 68%|βββββββ | 15/22 [00:00<00:00, 168.13it/s, v_num=0]
Epoch 125: 73%|ββββββββ | 16/22 [00:00<00:00, 169.16it/s, v_num=0]
Epoch 125: 73%|ββββββββ | 16/22 [00:00<00:00, 166.92it/s, v_num=0]
Epoch 125: 77%|ββββββββ | 17/22 [00:00<00:00, 168.61it/s, v_num=0]
Epoch 125: 77%|ββββββββ | 17/22 [00:00<00:00, 167.18it/s, v_num=0]
Epoch 125: 82%|βββββββββ | 18/22 [00:00<00:00, 169.01it/s, v_num=0]
Epoch 125: 82%|βββββββββ | 18/22 [00:00<00:00, 167.56it/s, v_num=0]
Epoch 125: 86%|βββββββββ | 19/22 [00:00<00:00, 168.76it/s, v_num=0]
Epoch 125: 86%|βββββββββ | 19/22 [00:00<00:00, 167.37it/s, v_num=0]
Epoch 125: 91%|βββββββββ | 20/22 [00:00<00:00, 168.37it/s, v_num=0]
Epoch 125: 91%|βββββββββ | 20/22 [00:00<00:00, 165.82it/s, v_num=0]
Epoch 125: 95%|ββββββββββ| 21/22 [00:00<00:00, 167.25it/s, v_num=0]
Epoch 125: 95%|ββββββββββ| 21/22 [00:00<00:00, 165.17it/s, v_num=0]
Epoch 125: 100%|ββββββββββ| 22/22 [00:00<00:00, 166.74it/s, v_num=0]
Epoch 125: 100%|ββββββββββ| 22/22 [00:00<00:00, 164.07it/s, v_num=0]
Epoch 125: 100%|ββββββββββ| 22/22 [00:00<00:00, 162.78it/s, v_num=0]
Epoch 125: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 126: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 126: 5%|β | 1/22 [00:00<00:00, 156.63it/s, v_num=0]
Epoch 126: 5%|β | 1/22 [00:00<00:00, 118.22it/s, v_num=0]
Epoch 126: 9%|β | 2/22 [00:00<00:00, 142.70it/s, v_num=0]
Epoch 126: 9%|β | 2/22 [00:00<00:00, 130.55it/s, v_num=0]
Epoch 126: 14%|ββ | 3/22 [00:00<00:00, 155.69it/s, v_num=0]
Epoch 126: 14%|ββ | 3/22 [00:00<00:00, 145.25it/s, v_num=0]
Epoch 126: 18%|ββ | 4/22 [00:00<00:00, 164.46it/s, v_num=0]
Epoch 126: 18%|ββ | 4/22 [00:00<00:00, 150.03it/s, v_num=0]
Epoch 126: 23%|βββ | 5/22 [00:00<00:00, 157.56it/s, v_num=0]
Epoch 126: 23%|βββ | 5/22 [00:00<00:00, 153.25it/s, v_num=0]
Epoch 126: 27%|βββ | 6/22 [00:00<00:00, 159.09it/s, v_num=0]
Epoch 126: 27%|βββ | 6/22 [00:00<00:00, 155.57it/s, v_num=0]
Epoch 126: 32%|ββββ | 7/22 [00:00<00:00, 158.37it/s, v_num=0]
Epoch 126: 32%|ββββ | 7/22 [00:00<00:00, 154.99it/s, v_num=0]
Epoch 126: 36%|ββββ | 8/22 [00:00<00:00, 160.65it/s, v_num=0]
Epoch 126: 36%|ββββ | 8/22 [00:00<00:00, 156.47it/s, v_num=0]
Epoch 126: 41%|ββββ | 9/22 [00:00<00:00, 163.98it/s, v_num=0]
Epoch 126: 41%|ββββ | 9/22 [00:00<00:00, 160.01it/s, v_num=0]
Epoch 126: 45%|βββββ | 10/22 [00:00<00:00, 167.29it/s, v_num=0]
Epoch 126: 45%|βββββ | 10/22 [00:00<00:00, 163.76it/s, v_num=0]
Epoch 126: 50%|βββββ | 11/22 [00:00<00:00, 170.52it/s, v_num=0]
Epoch 126: 50%|βββββ | 11/22 [00:00<00:00, 166.99it/s, v_num=0]
Epoch 126: 55%|ββββββ | 12/22 [00:00<00:00, 173.29it/s, v_num=0]
Epoch 126: 55%|ββββββ | 12/22 [00:00<00:00, 170.27it/s, v_num=0]
Epoch 126: 59%|ββββββ | 13/22 [00:00<00:00, 175.57it/s, v_num=0]
Epoch 126: 59%|ββββββ | 13/22 [00:00<00:00, 172.77it/s, v_num=0]
Epoch 126: 64%|βββββββ | 14/22 [00:00<00:00, 177.23it/s, v_num=0]
Epoch 126: 64%|βββββββ | 14/22 [00:00<00:00, 174.91it/s, v_num=0]
Epoch 126: 68%|βββββββ | 15/22 [00:00<00:00, 179.55it/s, v_num=0]
Epoch 126: 68%|βββββββ | 15/22 [00:00<00:00, 177.16it/s, v_num=0]
Epoch 126: 73%|ββββββββ | 16/22 [00:00<00:00, 180.84it/s, v_num=0]
Epoch 126: 73%|ββββββββ | 16/22 [00:00<00:00, 178.29it/s, v_num=0]
Epoch 126: 77%|ββββββββ | 17/22 [00:00<00:00, 180.60it/s, v_num=0]
Epoch 126: 77%|ββββββββ | 17/22 [00:00<00:00, 178.58it/s, v_num=0]
Epoch 126: 82%|βββββββββ | 18/22 [00:00<00:00, 180.05it/s, v_num=0]
Epoch 126: 82%|βββββββββ | 18/22 [00:00<00:00, 178.01it/s, v_num=0]
Epoch 126: 86%|βββββββββ | 19/22 [00:00<00:00, 180.41it/s, v_num=0]
Epoch 126: 86%|βββββββββ | 19/22 [00:00<00:00, 178.13it/s, v_num=0]
Epoch 126: 91%|βββββββββ | 20/22 [00:00<00:00, 181.30it/s, v_num=0]
Epoch 126: 91%|βββββββββ | 20/22 [00:00<00:00, 179.50it/s, v_num=0]
Epoch 126: 95%|ββββββββββ| 21/22 [00:00<00:00, 182.36it/s, v_num=0]
Epoch 126: 95%|ββββββββββ| 21/22 [00:00<00:00, 180.54it/s, v_num=0]
Epoch 126: 100%|ββββββββββ| 22/22 [00:00<00:00, 183.46it/s, v_num=0]
Epoch 126: 100%|ββββββββββ| 22/22 [00:00<00:00, 181.80it/s, v_num=0]
Epoch 126: 100%|ββββββββββ| 22/22 [00:00<00:00, 180.27it/s, v_num=0]
Epoch 126: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 127: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 127: 5%|β | 1/22 [00:00<00:00, 210.15it/s, v_num=0]
Epoch 127: 5%|β | 1/22 [00:00<00:00, 167.53it/s, v_num=0]
Epoch 127: 9%|β | 2/22 [00:00<00:00, 205.36it/s, v_num=0]
Epoch 127: 9%|β | 2/22 [00:00<00:00, 182.12it/s, v_num=0]
Epoch 127: 14%|ββ | 3/22 [00:00<00:00, 203.72it/s, v_num=0]
Epoch 127: 14%|ββ | 3/22 [00:00<00:00, 188.64it/s, v_num=0]
Epoch 127: 18%|ββ | 4/22 [00:00<00:00, 201.64it/s, v_num=0]
Epoch 127: 18%|ββ | 4/22 [00:00<00:00, 189.39it/s, v_num=0]
Epoch 127: 23%|βββ | 5/22 [00:00<00:00, 196.86it/s, v_num=0]
Epoch 127: 23%|βββ | 5/22 [00:00<00:00, 188.61it/s, v_num=0]
Epoch 127: 27%|βββ | 6/22 [00:00<00:00, 194.45it/s, v_num=0]
Epoch 127: 27%|βββ | 6/22 [00:00<00:00, 187.78it/s, v_num=0]
Epoch 127: 32%|ββββ | 7/22 [00:00<00:00, 180.79it/s, v_num=0]
Epoch 127: 32%|ββββ | 7/22 [00:00<00:00, 175.52it/s, v_num=0]
Epoch 127: 36%|ββββ | 8/22 [00:00<00:00, 183.43it/s, v_num=0]
Epoch 127: 36%|ββββ | 8/22 [00:00<00:00, 178.89it/s, v_num=0]
Epoch 127: 41%|ββββ | 9/22 [00:00<00:00, 184.34it/s, v_num=0]
Epoch 127: 41%|ββββ | 9/22 [00:00<00:00, 180.03it/s, v_num=0]
Epoch 127: 45%|βββββ | 10/22 [00:00<00:00, 185.48it/s, v_num=0]
Epoch 127: 45%|βββββ | 10/22 [00:00<00:00, 180.98it/s, v_num=0]
Epoch 127: 50%|βββββ | 11/22 [00:00<00:00, 188.08it/s, v_num=0]
Epoch 127: 50%|βββββ | 11/22 [00:00<00:00, 184.66it/s, v_num=0]
Epoch 127: 55%|ββββββ | 12/22 [00:00<00:00, 189.28it/s, v_num=0]
Epoch 127: 55%|ββββββ | 12/22 [00:00<00:00, 185.99it/s, v_num=0]
Epoch 127: 59%|ββββββ | 13/22 [00:00<00:00, 190.28it/s, v_num=0]
Epoch 127: 59%|ββββββ | 13/22 [00:00<00:00, 187.23it/s, v_num=0]
Epoch 127: 64%|βββββββ | 14/22 [00:00<00:00, 191.17it/s, v_num=0]
Epoch 127: 64%|βββββββ | 14/22 [00:00<00:00, 188.16it/s, v_num=0]
Epoch 127: 68%|βββββββ | 15/22 [00:00<00:00, 192.17it/s, v_num=0]
Epoch 127: 68%|βββββββ | 15/22 [00:00<00:00, 189.49it/s, v_num=0]
Epoch 127: 73%|ββββββββ | 16/22 [00:00<00:00, 192.90it/s, v_num=0]
Epoch 127: 73%|ββββββββ | 16/22 [00:00<00:00, 190.34it/s, v_num=0]
Epoch 127: 77%|ββββββββ | 17/22 [00:00<00:00, 193.91it/s, v_num=0]
Epoch 127: 77%|ββββββββ | 17/22 [00:00<00:00, 191.53it/s, v_num=0]
Epoch 127: 82%|βββββββββ | 18/22 [00:00<00:00, 195.13it/s, v_num=0]
Epoch 127: 82%|βββββββββ | 18/22 [00:00<00:00, 192.62it/s, v_num=0]
Epoch 127: 86%|βββββββββ | 19/22 [00:00<00:00, 195.17it/s, v_num=0]
Epoch 127: 86%|βββββββββ | 19/22 [00:00<00:00, 192.96it/s, v_num=0]
Epoch 127: 91%|βββββββββ | 20/22 [00:00<00:00, 195.39it/s, v_num=0]
Epoch 127: 91%|βββββββββ | 20/22 [00:00<00:00, 192.55it/s, v_num=0]
Epoch 127: 95%|ββββββββββ| 21/22 [00:00<00:00, 192.81it/s, v_num=0]
Epoch 127: 95%|ββββββββββ| 21/22 [00:00<00:00, 190.18it/s, v_num=0]
Epoch 127: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.32it/s, v_num=0]
Epoch 127: 100%|ββββββββββ| 22/22 [00:00<00:00, 185.14it/s, v_num=0]
Epoch 127: 100%|ββββββββββ| 22/22 [00:00<00:00, 182.83it/s, v_num=0]
Epoch 127: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 128: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 128: 5%|β | 1/22 [00:00<00:00, 117.07it/s, v_num=0]
Epoch 128: 5%|β | 1/22 [00:00<00:00, 102.80it/s, v_num=0]
Epoch 128: 9%|β | 2/22 [00:00<00:00, 149.13it/s, v_num=0]
Epoch 128: 9%|β | 2/22 [00:00<00:00, 137.41it/s, v_num=0]
Epoch 128: 14%|ββ | 3/22 [00:00<00:00, 162.71it/s, v_num=0]
Epoch 128: 14%|ββ | 3/22 [00:00<00:00, 153.27it/s, v_num=0]
Epoch 128: 18%|ββ | 4/22 [00:00<00:00, 172.91it/s, v_num=0]
Epoch 128: 18%|ββ | 4/22 [00:00<00:00, 164.76it/s, v_num=0]
Epoch 128: 23%|βββ | 5/22 [00:00<00:00, 177.78it/s, v_num=0]
Epoch 128: 23%|βββ | 5/22 [00:00<00:00, 169.51it/s, v_num=0]
Epoch 128: 27%|βββ | 6/22 [00:00<00:00, 178.57it/s, v_num=0]
Epoch 128: 27%|βββ | 6/22 [00:00<00:00, 172.42it/s, v_num=0]
Epoch 128: 32%|ββββ | 7/22 [00:00<00:00, 181.62it/s, v_num=0]
Epoch 128: 32%|ββββ | 7/22 [00:00<00:00, 176.43it/s, v_num=0]
Epoch 128: 36%|ββββ | 8/22 [00:00<00:00, 184.83it/s, v_num=0]
Epoch 128: 36%|ββββ | 8/22 [00:00<00:00, 180.03it/s, v_num=0]
Epoch 128: 41%|ββββ | 9/22 [00:00<00:00, 176.65it/s, v_num=0]
Epoch 128: 41%|ββββ | 9/22 [00:00<00:00, 172.86it/s, v_num=0]
Epoch 128: 45%|βββββ | 10/22 [00:00<00:00, 179.69it/s, v_num=0]
Epoch 128: 45%|βββββ | 10/22 [00:00<00:00, 175.39it/s, v_num=0]
Epoch 128: 50%|βββββ | 11/22 [00:00<00:00, 180.24it/s, v_num=0]
Epoch 128: 50%|βββββ | 11/22 [00:00<00:00, 176.54it/s, v_num=0]
Epoch 128: 55%|ββββββ | 12/22 [00:00<00:00, 180.69it/s, v_num=0]
Epoch 128: 55%|ββββββ | 12/22 [00:00<00:00, 177.46it/s, v_num=0]
Epoch 128: 59%|ββββββ | 13/22 [00:00<00:00, 182.77it/s, v_num=0]
Epoch 128: 59%|ββββββ | 13/22 [00:00<00:00, 179.87it/s, v_num=0]
Epoch 128: 64%|βββββββ | 14/22 [00:00<00:00, 185.16it/s, v_num=0]
Epoch 128: 64%|βββββββ | 14/22 [00:00<00:00, 182.38it/s, v_num=0]
Epoch 128: 68%|βββββββ | 15/22 [00:00<00:00, 184.18it/s, v_num=0]
Epoch 128: 68%|βββββββ | 15/22 [00:00<00:00, 181.63it/s, v_num=0]
Epoch 128: 73%|ββββββββ | 16/22 [00:00<00:00, 185.91it/s, v_num=0]
Epoch 128: 73%|ββββββββ | 16/22 [00:00<00:00, 183.51it/s, v_num=0]
Epoch 128: 77%|ββββββββ | 17/22 [00:00<00:00, 186.54it/s, v_num=0]
Epoch 128: 77%|ββββββββ | 17/22 [00:00<00:00, 184.22it/s, v_num=0]
Epoch 128: 82%|βββββββββ | 18/22 [00:00<00:00, 184.08it/s, v_num=0]
Epoch 128: 82%|βββββββββ | 18/22 [00:00<00:00, 180.34it/s, v_num=0]
Epoch 128: 86%|βββββββββ | 19/22 [00:00<00:00, 178.33it/s, v_num=0]
Epoch 128: 86%|βββββββββ | 19/22 [00:00<00:00, 170.18it/s, v_num=0]
Epoch 128: 91%|βββββββββ | 20/22 [00:00<00:00, 169.30it/s, v_num=0]
Epoch 128: 91%|βββββββββ | 20/22 [00:00<00:00, 166.40it/s, v_num=0]
Epoch 128: 95%|ββββββββββ| 21/22 [00:00<00:00, 162.39it/s, v_num=0]
Epoch 128: 95%|ββββββββββ| 21/22 [00:00<00:00, 160.12it/s, v_num=0]
Epoch 128: 100%|ββββββββββ| 22/22 [00:00<00:00, 162.18it/s, v_num=0]
Epoch 128: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.65it/s, v_num=0]
Epoch 128: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.23it/s, v_num=0]
Epoch 128: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 129: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 129: 5%|β | 1/22 [00:00<00:00, 179.98it/s, v_num=0]
Epoch 129: 5%|β | 1/22 [00:00<00:00, 143.06it/s, v_num=0]
Epoch 129: 9%|β | 2/22 [00:00<00:00, 184.84it/s, v_num=0]
Epoch 129: 9%|β | 2/22 [00:00<00:00, 167.79it/s, v_num=0]
Epoch 129: 14%|ββ | 3/22 [00:00<00:00, 190.22it/s, v_num=0]
Epoch 129: 14%|ββ | 3/22 [00:00<00:00, 178.70it/s, v_num=0]
Epoch 129: 18%|ββ | 4/22 [00:00<00:00, 187.20it/s, v_num=0]
Epoch 129: 18%|ββ | 4/22 [00:00<00:00, 178.58it/s, v_num=0]
Epoch 129: 23%|βββ | 5/22 [00:00<00:00, 187.30it/s, v_num=0]
Epoch 129: 23%|βββ | 5/22 [00:00<00:00, 179.49it/s, v_num=0]
Epoch 129: 27%|βββ | 6/22 [00:00<00:00, 190.90it/s, v_num=0]
Epoch 129: 27%|βββ | 6/22 [00:00<00:00, 183.80it/s, v_num=0]
Epoch 129: 32%|ββββ | 7/22 [00:00<00:00, 191.14it/s, v_num=0]
Epoch 129: 32%|ββββ | 7/22 [00:00<00:00, 185.94it/s, v_num=0]
Epoch 129: 36%|ββββ | 8/22 [00:00<00:00, 193.26it/s, v_num=0]
Epoch 129: 36%|ββββ | 8/22 [00:00<00:00, 188.43it/s, v_num=0]
Epoch 129: 41%|ββββ | 9/22 [00:00<00:00, 194.86it/s, v_num=0]
Epoch 129: 41%|ββββ | 9/22 [00:00<00:00, 190.63it/s, v_num=0]
Epoch 129: 45%|βββββ | 10/22 [00:00<00:00, 188.10it/s, v_num=0]
Epoch 129: 45%|βββββ | 10/22 [00:00<00:00, 183.73it/s, v_num=0]
Epoch 129: 50%|βββββ | 11/22 [00:00<00:00, 189.24it/s, v_num=0]
Epoch 129: 50%|βββββ | 11/22 [00:00<00:00, 186.37it/s, v_num=0]
Epoch 129: 55%|ββββββ | 12/22 [00:00<00:00, 190.51it/s, v_num=0]
Epoch 129: 55%|ββββββ | 12/22 [00:00<00:00, 187.67it/s, v_num=0]
Epoch 129: 59%|ββββββ | 13/22 [00:00<00:00, 186.41it/s, v_num=0]
Epoch 129: 59%|ββββββ | 13/22 [00:00<00:00, 182.90it/s, v_num=0]
Epoch 129: 64%|βββββββ | 14/22 [00:00<00:00, 186.86it/s, v_num=0]
Epoch 129: 64%|βββββββ | 14/22 [00:00<00:00, 184.88it/s, v_num=0]
Epoch 129: 68%|βββββββ | 15/22 [00:00<00:00, 187.78it/s, v_num=0]
Epoch 129: 68%|βββββββ | 15/22 [00:00<00:00, 185.73it/s, v_num=0]
Epoch 129: 73%|ββββββββ | 16/22 [00:00<00:00, 185.46it/s, v_num=0]
Epoch 129: 73%|ββββββββ | 16/22 [00:00<00:00, 182.85it/s, v_num=0]
Epoch 129: 77%|ββββββββ | 17/22 [00:00<00:00, 186.58it/s, v_num=0]
Epoch 129: 77%|ββββββββ | 17/22 [00:00<00:00, 184.87it/s, v_num=0]
Epoch 129: 82%|βββββββββ | 18/22 [00:00<00:00, 187.81it/s, v_num=0]
Epoch 129: 82%|βββββββββ | 18/22 [00:00<00:00, 186.14it/s, v_num=0]
Epoch 129: 86%|βββββββββ | 19/22 [00:00<00:00, 188.85it/s, v_num=0]
Epoch 129: 86%|βββββββββ | 19/22 [00:00<00:00, 186.95it/s, v_num=0]
Epoch 129: 91%|βββββββββ | 20/22 [00:00<00:00, 190.17it/s, v_num=0]
Epoch 129: 91%|βββββββββ | 20/22 [00:00<00:00, 188.61it/s, v_num=0]
Epoch 129: 95%|ββββββββββ| 21/22 [00:00<00:00, 190.15it/s, v_num=0]
Epoch 129: 95%|ββββββββββ| 21/22 [00:00<00:00, 188.22it/s, v_num=0]
Epoch 129: 100%|ββββββββββ| 22/22 [00:00<00:00, 190.50it/s, v_num=0]
Epoch 129: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.36it/s, v_num=0]
Epoch 129: 100%|ββββββββββ| 22/22 [00:00<00:00, 185.95it/s, v_num=0]
Epoch 129: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 130: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 130: 5%|β | 1/22 [00:00<00:00, 117.48it/s, v_num=0]
Epoch 130: 5%|β | 1/22 [00:00<00:00, 106.75it/s, v_num=0]
Epoch 130: 9%|β | 2/22 [00:00<00:00, 140.97it/s, v_num=0]
Epoch 130: 9%|β | 2/22 [00:00<00:00, 123.14it/s, v_num=0]
Epoch 130: 14%|ββ | 3/22 [00:00<00:00, 142.71it/s, v_num=0]
Epoch 130: 14%|ββ | 3/22 [00:00<00:00, 128.16it/s, v_num=0]
Epoch 130: 18%|ββ | 4/22 [00:00<00:00, 136.82it/s, v_num=0]
Epoch 130: 18%|ββ | 4/22 [00:00<00:00, 133.24it/s, v_num=0]
Epoch 130: 23%|βββ | 5/22 [00:00<00:00, 143.54it/s, v_num=0]
Epoch 130: 23%|βββ | 5/22 [00:00<00:00, 140.38it/s, v_num=0]
Epoch 130: 27%|βββ | 6/22 [00:00<00:00, 147.27it/s, v_num=0]
Epoch 130: 27%|βββ | 6/22 [00:00<00:00, 144.60it/s, v_num=0]
Epoch 130: 32%|ββββ | 7/22 [00:00<00:00, 151.36it/s, v_num=0]
Epoch 130: 32%|ββββ | 7/22 [00:00<00:00, 148.91it/s, v_num=0]
Epoch 130: 36%|ββββ | 8/22 [00:00<00:00, 156.00it/s, v_num=0]
Epoch 130: 36%|ββββ | 8/22 [00:00<00:00, 151.35it/s, v_num=0]
Epoch 130: 41%|ββββ | 9/22 [00:00<00:00, 156.93it/s, v_num=0]
Epoch 130: 41%|ββββ | 9/22 [00:00<00:00, 152.57it/s, v_num=0]
Epoch 130: 45%|βββββ | 10/22 [00:00<00:00, 159.58it/s, v_num=0]
Epoch 130: 45%|βββββ | 10/22 [00:00<00:00, 155.78it/s, v_num=0]
Epoch 130: 50%|βββββ | 11/22 [00:00<00:00, 157.62it/s, v_num=0]
Epoch 130: 50%|βββββ | 11/22 [00:00<00:00, 153.83it/s, v_num=0]
Epoch 130: 55%|ββββββ | 12/22 [00:00<00:00, 157.92it/s, v_num=0]
Epoch 130: 55%|ββββββ | 12/22 [00:00<00:00, 154.99it/s, v_num=0]
Epoch 130: 59%|ββββββ | 13/22 [00:00<00:00, 160.33it/s, v_num=0]
Epoch 130: 59%|ββββββ | 13/22 [00:00<00:00, 157.76it/s, v_num=0]
Epoch 130: 64%|βββββββ | 14/22 [00:00<00:00, 161.61it/s, v_num=0]
Epoch 130: 64%|βββββββ | 14/22 [00:00<00:00, 159.42it/s, v_num=0]
Epoch 130: 68%|βββββββ | 15/22 [00:00<00:00, 164.14it/s, v_num=0]
Epoch 130: 68%|βββββββ | 15/22 [00:00<00:00, 162.22it/s, v_num=0]
Epoch 130: 73%|ββββββββ | 16/22 [00:00<00:00, 166.46it/s, v_num=0]
Epoch 130: 73%|ββββββββ | 16/22 [00:00<00:00, 163.78it/s, v_num=0]
Epoch 130: 77%|ββββββββ | 17/22 [00:00<00:00, 167.63it/s, v_num=0]
Epoch 130: 77%|ββββββββ | 17/22 [00:00<00:00, 165.29it/s, v_num=0]
Epoch 130: 82%|βββββββββ | 18/22 [00:00<00:00, 168.98it/s, v_num=0]
Epoch 130: 82%|βββββββββ | 18/22 [00:00<00:00, 167.22it/s, v_num=0]
Epoch 130: 86%|βββββββββ | 19/22 [00:00<00:00, 170.76it/s, v_num=0]
Epoch 130: 86%|βββββββββ | 19/22 [00:00<00:00, 169.15it/s, v_num=0]
Epoch 130: 91%|βββββββββ | 20/22 [00:00<00:00, 172.82it/s, v_num=0]
Epoch 130: 91%|βββββββββ | 20/22 [00:00<00:00, 170.99it/s, v_num=0]
Epoch 130: 95%|ββββββββββ| 21/22 [00:00<00:00, 173.91it/s, v_num=0]
Epoch 130: 95%|ββββββββββ| 21/22 [00:00<00:00, 171.96it/s, v_num=0]
Epoch 130: 100%|ββββββββββ| 22/22 [00:00<00:00, 174.97it/s, v_num=0]
Epoch 130: 100%|ββββββββββ| 22/22 [00:00<00:00, 173.04it/s, v_num=0]
Epoch 130: 100%|ββββββββββ| 22/22 [00:00<00:00, 171.72it/s, v_num=0]
Epoch 130: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 131: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 131: 5%|β | 1/22 [00:00<00:00, 199.25it/s, v_num=0]
Epoch 131: 5%|β | 1/22 [00:00<00:00, 162.64it/s, v_num=0]
Epoch 131: 9%|β | 2/22 [00:00<00:00, 211.12it/s, v_num=0]
Epoch 131: 9%|β | 2/22 [00:00<00:00, 187.56it/s, v_num=0]
Epoch 131: 14%|ββ | 3/22 [00:00<00:00, 212.21it/s, v_num=0]
Epoch 131: 14%|ββ | 3/22 [00:00<00:00, 190.80it/s, v_num=0]
Epoch 131: 18%|ββ | 4/22 [00:00<00:00, 201.29it/s, v_num=0]
Epoch 131: 18%|ββ | 4/22 [00:00<00:00, 189.62it/s, v_num=0]
Epoch 131: 23%|βββ | 5/22 [00:00<00:00, 204.08it/s, v_num=0]
Epoch 131: 23%|βββ | 5/22 [00:00<00:00, 191.99it/s, v_num=0]
Epoch 131: 27%|βββ | 6/22 [00:00<00:00, 202.07it/s, v_num=0]
Epoch 131: 27%|βββ | 6/22 [00:00<00:00, 194.45it/s, v_num=0]
Epoch 131: 32%|ββββ | 7/22 [00:00<00:00, 201.43it/s, v_num=0]
Epoch 131: 32%|ββββ | 7/22 [00:00<00:00, 182.11it/s, v_num=0]
Epoch 131: 36%|ββββ | 8/22 [00:00<00:00, 182.83it/s, v_num=0]
Epoch 131: 36%|ββββ | 8/22 [00:00<00:00, 173.97it/s, v_num=0]
Epoch 131: 41%|ββββ | 9/22 [00:00<00:00, 175.85it/s, v_num=0]
Epoch 131: 41%|ββββ | 9/22 [00:00<00:00, 173.02it/s, v_num=0]
Epoch 131: 45%|βββββ | 10/22 [00:00<00:00, 175.26it/s, v_num=0]
Epoch 131: 45%|βββββ | 10/22 [00:00<00:00, 169.48it/s, v_num=0]
Epoch 131: 50%|βββββ | 11/22 [00:00<00:00, 171.72it/s, v_num=0]
Epoch 131: 50%|βββββ | 11/22 [00:00<00:00, 169.23it/s, v_num=0]
Epoch 131: 55%|ββββββ | 12/22 [00:00<00:00, 171.42it/s, v_num=0]
Epoch 131: 55%|ββββββ | 12/22 [00:00<00:00, 169.04it/s, v_num=0]
Epoch 131: 59%|ββββββ | 13/22 [00:00<00:00, 172.70it/s, v_num=0]
Epoch 131: 59%|ββββββ | 13/22 [00:00<00:00, 169.96it/s, v_num=0]
Epoch 131: 64%|βββββββ | 14/22 [00:00<00:00, 174.07it/s, v_num=0]
Epoch 131: 64%|βββββββ | 14/22 [00:00<00:00, 171.23it/s, v_num=0]
Epoch 131: 68%|βββββββ | 15/22 [00:00<00:00, 175.21it/s, v_num=0]
Epoch 131: 68%|βββββββ | 15/22 [00:00<00:00, 172.72it/s, v_num=0]
Epoch 131: 73%|ββββββββ | 16/22 [00:00<00:00, 177.27it/s, v_num=0]
Epoch 131: 73%|ββββββββ | 16/22 [00:00<00:00, 175.03it/s, v_num=0]
Epoch 131: 77%|ββββββββ | 17/22 [00:00<00:00, 179.35it/s, v_num=0]
Epoch 131: 77%|ββββββββ | 17/22 [00:00<00:00, 177.09it/s, v_num=0]
Epoch 131: 82%|βββββββββ | 18/22 [00:00<00:00, 180.19it/s, v_num=0]
Epoch 131: 82%|βββββββββ | 18/22 [00:00<00:00, 177.94it/s, v_num=0]
Epoch 131: 86%|βββββββββ | 19/22 [00:00<00:00, 176.88it/s, v_num=0]
Epoch 131: 86%|βββββββββ | 19/22 [00:00<00:00, 175.05it/s, v_num=0]
Epoch 131: 91%|βββββββββ | 20/22 [00:00<00:00, 178.25it/s, v_num=0]
Epoch 131: 91%|βββββββββ | 20/22 [00:00<00:00, 176.05it/s, v_num=0]
Epoch 131: 95%|ββββββββββ| 21/22 [00:00<00:00, 178.99it/s, v_num=0]
Epoch 131: 95%|ββββββββββ| 21/22 [00:00<00:00, 177.35it/s, v_num=0]
Epoch 131: 100%|ββββββββββ| 22/22 [00:00<00:00, 180.53it/s, v_num=0]
Epoch 131: 100%|ββββββββββ| 22/22 [00:00<00:00, 178.88it/s, v_num=0]
Epoch 131: 100%|ββββββββββ| 22/22 [00:00<00:00, 177.24it/s, v_num=0]
Epoch 131: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 132: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 132: 5%|β | 1/22 [00:00<00:00, 205.84it/s, v_num=0]
Epoch 132: 5%|β | 1/22 [00:00<00:00, 167.09it/s, v_num=0]
Epoch 132: 9%|β | 2/22 [00:00<00:00, 181.33it/s, v_num=0]
Epoch 132: 9%|β | 2/22 [00:00<00:00, 163.28it/s, v_num=0]
Epoch 132: 14%|ββ | 3/22 [00:00<00:00, 189.95it/s, v_num=0]
Epoch 132: 14%|ββ | 3/22 [00:00<00:00, 175.41it/s, v_num=0]
Epoch 132: 18%|ββ | 4/22 [00:00<00:00, 192.44it/s, v_num=0]
Epoch 132: 18%|ββ | 4/22 [00:00<00:00, 182.03it/s, v_num=0]
Epoch 132: 23%|βββ | 5/22 [00:00<00:00, 195.17it/s, v_num=0]
Epoch 132: 23%|βββ | 5/22 [00:00<00:00, 186.99it/s, v_num=0]
Epoch 132: 27%|βββ | 6/22 [00:00<00:00, 197.10it/s, v_num=0]
Epoch 132: 27%|βββ | 6/22 [00:00<00:00, 190.12it/s, v_num=0]
Epoch 132: 32%|ββββ | 7/22 [00:00<00:00, 197.69it/s, v_num=0]
Epoch 132: 32%|ββββ | 7/22 [00:00<00:00, 191.70it/s, v_num=0]
Epoch 132: 36%|ββββ | 8/22 [00:00<00:00, 199.38it/s, v_num=0]
Epoch 132: 36%|ββββ | 8/22 [00:00<00:00, 193.71it/s, v_num=0]
Epoch 132: 41%|ββββ | 9/22 [00:00<00:00, 199.15it/s, v_num=0]
Epoch 132: 41%|ββββ | 9/22 [00:00<00:00, 194.31it/s, v_num=0]
Epoch 132: 45%|βββββ | 10/22 [00:00<00:00, 199.13it/s, v_num=0]
Epoch 132: 45%|βββββ | 10/22 [00:00<00:00, 194.87it/s, v_num=0]
Epoch 132: 50%|βββββ | 11/22 [00:00<00:00, 200.79it/s, v_num=0]
Epoch 132: 50%|βββββ | 11/22 [00:00<00:00, 196.70it/s, v_num=0]
Epoch 132: 55%|ββββββ | 12/22 [00:00<00:00, 200.96it/s, v_num=0]
Epoch 132: 55%|ββββββ | 12/22 [00:00<00:00, 197.10it/s, v_num=0]
Epoch 132: 59%|ββββββ | 13/22 [00:00<00:00, 199.57it/s, v_num=0]
Epoch 132: 59%|ββββββ | 13/22 [00:00<00:00, 195.07it/s, v_num=0]
Epoch 132: 64%|βββββββ | 14/22 [00:00<00:00, 198.70it/s, v_num=0]
Epoch 132: 64%|βββββββ | 14/22 [00:00<00:00, 195.49it/s, v_num=0]
Epoch 132: 68%|βββββββ | 15/22 [00:00<00:00, 197.95it/s, v_num=0]
Epoch 132: 68%|βββββββ | 15/22 [00:00<00:00, 194.97it/s, v_num=0]
Epoch 132: 73%|ββββββββ | 16/22 [00:00<00:00, 197.46it/s, v_num=0]
Epoch 132: 73%|ββββββββ | 16/22 [00:00<00:00, 194.64it/s, v_num=0]
Epoch 132: 77%|ββββββββ | 17/22 [00:00<00:00, 197.72it/s, v_num=0]
Epoch 132: 77%|ββββββββ | 17/22 [00:00<00:00, 195.00it/s, v_num=0]
Epoch 132: 82%|βββββββββ | 18/22 [00:00<00:00, 197.74it/s, v_num=0]
Epoch 132: 82%|βββββββββ | 18/22 [00:00<00:00, 195.23it/s, v_num=0]
Epoch 132: 86%|βββββββββ | 19/22 [00:00<00:00, 197.79it/s, v_num=0]
Epoch 132: 86%|βββββββββ | 19/22 [00:00<00:00, 195.40it/s, v_num=0]
Epoch 132: 91%|βββββββββ | 20/22 [00:00<00:00, 197.93it/s, v_num=0]
Epoch 132: 91%|βββββββββ | 20/22 [00:00<00:00, 195.63it/s, v_num=0]
Epoch 132: 95%|ββββββββββ| 21/22 [00:00<00:00, 198.32it/s, v_num=0]
Epoch 132: 95%|ββββββββββ| 21/22 [00:00<00:00, 196.18it/s, v_num=0]
Epoch 132: 100%|ββββββββββ| 22/22 [00:00<00:00, 195.29it/s, v_num=0]
Epoch 132: 100%|ββββββββββ| 22/22 [00:00<00:00, 193.14it/s, v_num=0]
Epoch 132: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.15it/s, v_num=0]
Epoch 132: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 133: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 133: 5%|β | 1/22 [00:00<00:00, 185.29it/s, v_num=0]
Epoch 133: 5%|β | 1/22 [00:00<00:00, 153.19it/s, v_num=0]
Epoch 133: 9%|β | 2/22 [00:00<00:00, 186.40it/s, v_num=0]
Epoch 133: 9%|β | 2/22 [00:00<00:00, 168.53it/s, v_num=0]
Epoch 133: 14%|ββ | 3/22 [00:00<00:00, 195.43it/s, v_num=0]
Epoch 133: 14%|ββ | 3/22 [00:00<00:00, 182.21it/s, v_num=0]
Epoch 133: 18%|ββ | 4/22 [00:00<00:00, 195.17it/s, v_num=0]
Epoch 133: 18%|ββ | 4/22 [00:00<00:00, 183.89it/s, v_num=0]
Epoch 133: 23%|βββ | 5/22 [00:00<00:00, 193.86it/s, v_num=0]
Epoch 133: 23%|βββ | 5/22 [00:00<00:00, 185.85it/s, v_num=0]
Epoch 133: 27%|βββ | 6/22 [00:00<00:00, 195.42it/s, v_num=0]
Epoch 133: 27%|βββ | 6/22 [00:00<00:00, 188.18it/s, v_num=0]
Epoch 133: 32%|ββββ | 7/22 [00:00<00:00, 196.26it/s, v_num=0]
Epoch 133: 32%|ββββ | 7/22 [00:00<00:00, 190.31it/s, v_num=0]
Epoch 133: 36%|ββββ | 8/22 [00:00<00:00, 196.77it/s, v_num=0]
Epoch 133: 36%|ββββ | 8/22 [00:00<00:00, 190.73it/s, v_num=0]
Epoch 133: 41%|ββββ | 9/22 [00:00<00:00, 195.65it/s, v_num=0]
Epoch 133: 41%|ββββ | 9/22 [00:00<00:00, 190.77it/s, v_num=0]
Epoch 133: 45%|βββββ | 10/22 [00:00<00:00, 195.91it/s, v_num=0]
Epoch 133: 45%|βββββ | 10/22 [00:00<00:00, 191.41it/s, v_num=0]
Epoch 133: 50%|βββββ | 11/22 [00:00<00:00, 179.72it/s, v_num=0]
Epoch 133: 50%|βββββ | 11/22 [00:00<00:00, 176.36it/s, v_num=0]
Epoch 133: 55%|ββββββ | 12/22 [00:00<00:00, 179.20it/s, v_num=0]
Epoch 133: 55%|ββββββ | 12/22 [00:00<00:00, 175.79it/s, v_num=0]
Epoch 133: 59%|ββββββ | 13/22 [00:00<00:00, 178.81it/s, v_num=0]
Epoch 133: 59%|ββββββ | 13/22 [00:00<00:00, 175.63it/s, v_num=0]
Epoch 133: 64%|βββββββ | 14/22 [00:00<00:00, 179.44it/s, v_num=0]
Epoch 133: 64%|βββββββ | 14/22 [00:00<00:00, 176.62it/s, v_num=0]
Epoch 133: 68%|βββββββ | 15/22 [00:00<00:00, 179.75it/s, v_num=0]
Epoch 133: 68%|βββββββ | 15/22 [00:00<00:00, 177.35it/s, v_num=0]
Epoch 133: 73%|ββββββββ | 16/22 [00:00<00:00, 180.42it/s, v_num=0]
Epoch 133: 73%|ββββββββ | 16/22 [00:00<00:00, 177.65it/s, v_num=0]
Epoch 133: 77%|ββββββββ | 17/22 [00:00<00:00, 179.43it/s, v_num=0]
Epoch 133: 77%|ββββββββ | 17/22 [00:00<00:00, 177.20it/s, v_num=0]
Epoch 133: 82%|βββββββββ | 18/22 [00:00<00:00, 180.51it/s, v_num=0]
Epoch 133: 82%|βββββββββ | 18/22 [00:00<00:00, 178.49it/s, v_num=0]
Epoch 133: 86%|βββββββββ | 19/22 [00:00<00:00, 180.33it/s, v_num=0]
Epoch 133: 86%|βββββββββ | 19/22 [00:00<00:00, 178.35it/s, v_num=0]
Epoch 133: 91%|βββββββββ | 20/22 [00:00<00:00, 181.39it/s, v_num=0]
Epoch 133: 91%|βββββββββ | 20/22 [00:00<00:00, 179.48it/s, v_num=0]
Epoch 133: 95%|ββββββββββ| 21/22 [00:00<00:00, 182.29it/s, v_num=0]
Epoch 133: 95%|ββββββββββ| 21/22 [00:00<00:00, 180.40it/s, v_num=0]
Epoch 133: 100%|ββββββββββ| 22/22 [00:00<00:00, 182.87it/s, v_num=0]
Epoch 133: 100%|ββββββββββ| 22/22 [00:00<00:00, 181.11it/s, v_num=0]
Epoch 133: 100%|ββββββββββ| 22/22 [00:00<00:00, 179.08it/s, v_num=0]
Epoch 133: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 134: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 134: 5%|β | 1/22 [00:00<00:00, 215.83it/s, v_num=0]
Epoch 134: 5%|β | 1/22 [00:00<00:00, 169.45it/s, v_num=0]
Epoch 134: 9%|β | 2/22 [00:00<00:00, 202.99it/s, v_num=0]
Epoch 134: 9%|β | 2/22 [00:00<00:00, 181.20it/s, v_num=0]
Epoch 134: 14%|ββ | 3/22 [00:00<00:00, 186.06it/s, v_num=0]
Epoch 134: 14%|ββ | 3/22 [00:00<00:00, 173.75it/s, v_num=0]
Epoch 134: 18%|ββ | 4/22 [00:00<00:00, 189.26it/s, v_num=0]
Epoch 134: 18%|ββ | 4/22 [00:00<00:00, 179.65it/s, v_num=0]
Epoch 134: 23%|βββ | 5/22 [00:00<00:00, 186.84it/s, v_num=0]
Epoch 134: 23%|βββ | 5/22 [00:00<00:00, 179.07it/s, v_num=0]
Epoch 134: 27%|βββ | 6/22 [00:00<00:00, 189.04it/s, v_num=0]
Epoch 134: 27%|βββ | 6/22 [00:00<00:00, 182.45it/s, v_num=0]
Epoch 134: 32%|ββββ | 7/22 [00:00<00:00, 190.53it/s, v_num=0]
Epoch 134: 32%|ββββ | 7/22 [00:00<00:00, 184.72it/s, v_num=0]
Epoch 134: 36%|ββββ | 8/22 [00:00<00:00, 191.19it/s, v_num=0]
Epoch 134: 36%|ββββ | 8/22 [00:00<00:00, 185.79it/s, v_num=0]
Epoch 134: 41%|ββββ | 9/22 [00:00<00:00, 191.60it/s, v_num=0]
Epoch 134: 41%|ββββ | 9/22 [00:00<00:00, 187.00it/s, v_num=0]
Epoch 134: 45%|βββββ | 10/22 [00:00<00:00, 192.19it/s, v_num=0]
Epoch 134: 45%|βββββ | 10/22 [00:00<00:00, 188.02it/s, v_num=0]
Epoch 134: 50%|βββββ | 11/22 [00:00<00:00, 192.03it/s, v_num=0]
Epoch 134: 50%|βββββ | 11/22 [00:00<00:00, 188.01it/s, v_num=0]
Epoch 134: 55%|ββββββ | 12/22 [00:00<00:00, 192.07it/s, v_num=0]
Epoch 134: 55%|ββββββ | 12/22 [00:00<00:00, 188.54it/s, v_num=0]
Epoch 134: 59%|ββββββ | 13/22 [00:00<00:00, 193.14it/s, v_num=0]
Epoch 134: 59%|ββββββ | 13/22 [00:00<00:00, 189.66it/s, v_num=0]
Epoch 134: 64%|βββββββ | 14/22 [00:00<00:00, 193.33it/s, v_num=0]
Epoch 134: 64%|βββββββ | 14/22 [00:00<00:00, 190.11it/s, v_num=0]
Epoch 134: 68%|βββββββ | 15/22 [00:00<00:00, 193.36it/s, v_num=0]
Epoch 134: 68%|βββββββ | 15/22 [00:00<00:00, 190.55it/s, v_num=0]
Epoch 134: 73%|ββββββββ | 16/22 [00:00<00:00, 194.20it/s, v_num=0]
Epoch 134: 73%|ββββββββ | 16/22 [00:00<00:00, 191.49it/s, v_num=0]
Epoch 134: 77%|ββββββββ | 17/22 [00:00<00:00, 194.16it/s, v_num=0]
Epoch 134: 77%|ββββββββ | 17/22 [00:00<00:00, 191.22it/s, v_num=0]
Epoch 134: 82%|βββββββββ | 18/22 [00:00<00:00, 193.66it/s, v_num=0]
Epoch 134: 82%|βββββββββ | 18/22 [00:00<00:00, 191.06it/s, v_num=0]
Epoch 134: 86%|βββββββββ | 19/22 [00:00<00:00, 193.53it/s, v_num=0]
Epoch 134: 86%|βββββββββ | 19/22 [00:00<00:00, 191.22it/s, v_num=0]
Epoch 134: 91%|βββββββββ | 20/22 [00:00<00:00, 193.60it/s, v_num=0]
Epoch 134: 91%|βββββββββ | 20/22 [00:00<00:00, 191.34it/s, v_num=0]
Epoch 134: 95%|ββββββββββ| 21/22 [00:00<00:00, 193.54it/s, v_num=0]
Epoch 134: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.47it/s, v_num=0]
Epoch 134: 100%|ββββββββββ| 22/22 [00:00<00:00, 194.14it/s, v_num=0]
Epoch 134: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.96it/s, v_num=0]
Epoch 134: 100%|ββββββββββ| 22/22 [00:00<00:00, 189.17it/s, v_num=0]
Epoch 134: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 135: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 135: 5%|β | 1/22 [00:00<00:00, 218.21it/s, v_num=0]
Epoch 135: 5%|β | 1/22 [00:00<00:00, 165.08it/s, v_num=0]
Epoch 135: 9%|β | 2/22 [00:00<00:00, 204.48it/s, v_num=0]
Epoch 135: 9%|β | 2/22 [00:00<00:00, 182.42it/s, v_num=0]
Epoch 135: 14%|ββ | 3/22 [00:00<00:00, 203.76it/s, v_num=0]
Epoch 135: 14%|ββ | 3/22 [00:00<00:00, 187.16it/s, v_num=0]
Epoch 135: 18%|ββ | 4/22 [00:00<00:00, 199.51it/s, v_num=0]
Epoch 135: 18%|ββ | 4/22 [00:00<00:00, 188.57it/s, v_num=0]
Epoch 135: 23%|βββ | 5/22 [00:00<00:00, 202.12it/s, v_num=0]
Epoch 135: 23%|βββ | 5/22 [00:00<00:00, 193.25it/s, v_num=0]
Epoch 135: 27%|βββ | 6/22 [00:00<00:00, 201.58it/s, v_num=0]
Epoch 135: 27%|βββ | 6/22 [00:00<00:00, 188.76it/s, v_num=0]
Epoch 135: 32%|ββββ | 7/22 [00:00<00:00, 198.29it/s, v_num=0]
Epoch 135: 32%|ββββ | 7/22 [00:00<00:00, 190.49it/s, v_num=0]
Epoch 135: 36%|ββββ | 8/22 [00:00<00:00, 197.84it/s, v_num=0]
Epoch 135: 36%|ββββ | 8/22 [00:00<00:00, 192.60it/s, v_num=0]
Epoch 135: 41%|ββββ | 9/22 [00:00<00:00, 199.02it/s, v_num=0]
Epoch 135: 41%|ββββ | 9/22 [00:00<00:00, 184.67it/s, v_num=0]
Epoch 135: 45%|βββββ | 10/22 [00:00<00:00, 187.24it/s, v_num=0]
Epoch 135: 45%|βββββ | 10/22 [00:00<00:00, 180.21it/s, v_num=0]
Epoch 135: 50%|βββββ | 11/22 [00:00<00:00, 182.16it/s, v_num=0]
Epoch 135: 50%|βββββ | 11/22 [00:00<00:00, 179.54it/s, v_num=0]
Epoch 135: 55%|ββββββ | 12/22 [00:00<00:00, 178.83it/s, v_num=0]
Epoch 135: 55%|ββββββ | 12/22 [00:00<00:00, 176.15it/s, v_num=0]
Epoch 135: 59%|ββββββ | 13/22 [00:00<00:00, 180.85it/s, v_num=0]
Epoch 135: 59%|ββββββ | 13/22 [00:00<00:00, 178.07it/s, v_num=0]
Epoch 135: 64%|βββββββ | 14/22 [00:00<00:00, 180.66it/s, v_num=0]
Epoch 135: 64%|βββββββ | 14/22 [00:00<00:00, 178.05it/s, v_num=0]
Epoch 135: 68%|βββββββ | 15/22 [00:00<00:00, 181.98it/s, v_num=0]
Epoch 135: 68%|βββββββ | 15/22 [00:00<00:00, 179.52it/s, v_num=0]
Epoch 135: 73%|ββββββββ | 16/22 [00:00<00:00, 182.15it/s, v_num=0]
Epoch 135: 73%|ββββββββ | 16/22 [00:00<00:00, 179.87it/s, v_num=0]
Epoch 135: 77%|ββββββββ | 17/22 [00:00<00:00, 182.69it/s, v_num=0]
Epoch 135: 77%|ββββββββ | 17/22 [00:00<00:00, 180.48it/s, v_num=0]
Epoch 135: 82%|βββββββββ | 18/22 [00:00<00:00, 182.14it/s, v_num=0]
Epoch 135: 82%|βββββββββ | 18/22 [00:00<00:00, 180.08it/s, v_num=0]
Epoch 135: 86%|βββββββββ | 19/22 [00:00<00:00, 182.77it/s, v_num=0]
Epoch 135: 86%|βββββββββ | 19/22 [00:00<00:00, 180.80it/s, v_num=0]
Epoch 135: 91%|βββββββββ | 20/22 [00:00<00:00, 182.50it/s, v_num=0]
Epoch 135: 91%|βββββββββ | 20/22 [00:00<00:00, 180.36it/s, v_num=0]
Epoch 135: 95%|ββββββββββ| 21/22 [00:00<00:00, 182.83it/s, v_num=0]
Epoch 135: 95%|ββββββββββ| 21/22 [00:00<00:00, 180.96it/s, v_num=0]
Epoch 135: 100%|ββββββββββ| 22/22 [00:00<00:00, 182.79it/s, v_num=0]
Epoch 135: 100%|ββββββββββ| 22/22 [00:00<00:00, 180.83it/s, v_num=0]
Epoch 135: 100%|ββββββββββ| 22/22 [00:00<00:00, 179.28it/s, v_num=0]
Epoch 135: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 136: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 136: 5%|β | 1/22 [00:00<00:00, 120.87it/s, v_num=0]
Epoch 136: 5%|β | 1/22 [00:00<00:00, 102.24it/s, v_num=0]
Epoch 136: 9%|β | 2/22 [00:00<00:00, 143.01it/s, v_num=0]
Epoch 136: 9%|β | 2/22 [00:00<00:00, 133.50it/s, v_num=0]
Epoch 136: 14%|ββ | 3/22 [00:00<00:00, 156.01it/s, v_num=0]
Epoch 136: 14%|ββ | 3/22 [00:00<00:00, 149.62it/s, v_num=0]
Epoch 136: 18%|ββ | 4/22 [00:00<00:00, 166.24it/s, v_num=0]
Epoch 136: 18%|ββ | 4/22 [00:00<00:00, 149.93it/s, v_num=0]
Epoch 136: 23%|βββ | 5/22 [00:00<00:00, 162.76it/s, v_num=0]
Epoch 136: 23%|βββ | 5/22 [00:00<00:00, 158.08it/s, v_num=0]
Epoch 136: 27%|βββ | 6/22 [00:00<00:00, 168.29it/s, v_num=0]
Epoch 136: 27%|βββ | 6/22 [00:00<00:00, 163.14it/s, v_num=0]
Epoch 136: 32%|ββββ | 7/22 [00:00<00:00, 165.68it/s, v_num=0]
Epoch 136: 32%|ββββ | 7/22 [00:00<00:00, 158.02it/s, v_num=0]
Epoch 136: 36%|ββββ | 8/22 [00:00<00:00, 162.40it/s, v_num=0]
Epoch 136: 36%|ββββ | 8/22 [00:00<00:00, 155.80it/s, v_num=0]
Epoch 136: 41%|ββββ | 9/22 [00:00<00:00, 149.85it/s, v_num=0]
Epoch 136: 41%|ββββ | 9/22 [00:00<00:00, 144.64it/s, v_num=0]
Epoch 136: 45%|βββββ | 10/22 [00:00<00:00, 148.95it/s, v_num=0]
Epoch 136: 45%|βββββ | 10/22 [00:00<00:00, 146.43it/s, v_num=0]
Epoch 136: 50%|βββββ | 11/22 [00:00<00:00, 141.52it/s, v_num=0]
Epoch 136: 50%|βββββ | 11/22 [00:00<00:00, 138.77it/s, v_num=0]
Epoch 136: 55%|ββββββ | 12/22 [00:00<00:00, 139.57it/s, v_num=0]
Epoch 136: 55%|ββββββ | 12/22 [00:00<00:00, 137.87it/s, v_num=0]
Epoch 136: 59%|ββββββ | 13/22 [00:00<00:00, 140.63it/s, v_num=0]
Epoch 136: 59%|ββββββ | 13/22 [00:00<00:00, 137.90it/s, v_num=0]
Epoch 136: 64%|βββββββ | 14/22 [00:00<00:00, 139.64it/s, v_num=0]
Epoch 136: 64%|βββββββ | 14/22 [00:00<00:00, 138.10it/s, v_num=0]
Epoch 136: 68%|βββββββ | 15/22 [00:00<00:00, 139.52it/s, v_num=0]
Epoch 136: 68%|βββββββ | 15/22 [00:00<00:00, 135.64it/s, v_num=0]
Epoch 136: 73%|ββββββββ | 16/22 [00:00<00:00, 139.76it/s, v_num=0]
Epoch 136: 73%|ββββββββ | 16/22 [00:00<00:00, 137.77it/s, v_num=0]
Epoch 136: 77%|ββββββββ | 17/22 [00:00<00:00, 140.94it/s, v_num=0]
Epoch 136: 77%|ββββββββ | 17/22 [00:00<00:00, 138.86it/s, v_num=0]
Epoch 136: 82%|βββββββββ | 18/22 [00:00<00:00, 142.26it/s, v_num=0]
Epoch 136: 82%|βββββββββ | 18/22 [00:00<00:00, 140.63it/s, v_num=0]
Epoch 136: 86%|βββββββββ | 19/22 [00:00<00:00, 142.76it/s, v_num=0]
Epoch 136: 86%|βββββββββ | 19/22 [00:00<00:00, 141.39it/s, v_num=0]
Epoch 136: 91%|βββββββββ | 20/22 [00:00<00:00, 143.66it/s, v_num=0]
Epoch 136: 91%|βββββββββ | 20/22 [00:00<00:00, 142.35it/s, v_num=0]
Epoch 136: 95%|ββββββββββ| 21/22 [00:00<00:00, 145.58it/s, v_num=0]
Epoch 136: 95%|ββββββββββ| 21/22 [00:00<00:00, 144.43it/s, v_num=0]
Epoch 136: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.41it/s, v_num=0]
Epoch 136: 100%|ββββββββββ| 22/22 [00:00<00:00, 146.31it/s, v_num=0]
Epoch 136: 100%|ββββββββββ| 22/22 [00:00<00:00, 145.22it/s, v_num=0]
Epoch 136: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 137: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 137: 5%|β | 1/22 [00:00<00:00, 185.91it/s, v_num=0]
Epoch 137: 5%|β | 1/22 [00:00<00:00, 152.65it/s, v_num=0]
Epoch 137: 9%|β | 2/22 [00:00<00:00, 191.67it/s, v_num=0]
Epoch 137: 9%|β | 2/22 [00:00<00:00, 172.62it/s, v_num=0]
Epoch 137: 14%|ββ | 3/22 [00:00<00:00, 193.23it/s, v_num=0]
Epoch 137: 14%|ββ | 3/22 [00:00<00:00, 180.00it/s, v_num=0]
Epoch 137: 18%|ββ | 4/22 [00:00<00:00, 194.53it/s, v_num=0]
Epoch 137: 18%|ββ | 4/22 [00:00<00:00, 184.59it/s, v_num=0]
Epoch 137: 23%|βββ | 5/22 [00:00<00:00, 196.06it/s, v_num=0]
Epoch 137: 23%|βββ | 5/22 [00:00<00:00, 188.37it/s, v_num=0]
Epoch 137: 27%|βββ | 6/22 [00:00<00:00, 195.91it/s, v_num=0]
Epoch 137: 27%|βββ | 6/22 [00:00<00:00, 188.35it/s, v_num=0]
Epoch 137: 32%|ββββ | 7/22 [00:00<00:00, 195.77it/s, v_num=0]
Epoch 137: 32%|ββββ | 7/22 [00:00<00:00, 189.65it/s, v_num=0]
Epoch 137: 36%|ββββ | 8/22 [00:00<00:00, 196.42it/s, v_num=0]
Epoch 137: 36%|ββββ | 8/22 [00:00<00:00, 191.18it/s, v_num=0]
Epoch 137: 41%|ββββ | 9/22 [00:00<00:00, 197.25it/s, v_num=0]
Epoch 137: 41%|ββββ | 9/22 [00:00<00:00, 191.80it/s, v_num=0]
Epoch 137: 45%|βββββ | 10/22 [00:00<00:00, 198.24it/s, v_num=0]
Epoch 137: 45%|βββββ | 10/22 [00:00<00:00, 193.69it/s, v_num=0]
Epoch 137: 50%|βββββ | 11/22 [00:00<00:00, 198.71it/s, v_num=0]
Epoch 137: 50%|βββββ | 11/22 [00:00<00:00, 194.91it/s, v_num=0]
Epoch 137: 55%|ββββββ | 12/22 [00:00<00:00, 200.02it/s, v_num=0]
Epoch 137: 55%|ββββββ | 12/22 [00:00<00:00, 193.56it/s, v_num=0]
Epoch 137: 59%|ββββββ | 13/22 [00:00<00:00, 197.31it/s, v_num=0]
Epoch 137: 59%|ββββββ | 13/22 [00:00<00:00, 193.51it/s, v_num=0]
Epoch 137: 64%|βββββββ | 14/22 [00:00<00:00, 197.04it/s, v_num=0]
Epoch 137: 64%|βββββββ | 14/22 [00:00<00:00, 193.72it/s, v_num=0]
Epoch 137: 68%|βββββββ | 15/22 [00:00<00:00, 196.57it/s, v_num=0]
Epoch 137: 68%|βββββββ | 15/22 [00:00<00:00, 193.52it/s, v_num=0]
Epoch 137: 73%|ββββββββ | 16/22 [00:00<00:00, 196.93it/s, v_num=0]
Epoch 137: 73%|ββββββββ | 16/22 [00:00<00:00, 194.16it/s, v_num=0]
Epoch 137: 77%|ββββββββ | 17/22 [00:00<00:00, 195.92it/s, v_num=0]
Epoch 137: 77%|ββββββββ | 17/22 [00:00<00:00, 193.34it/s, v_num=0]
Epoch 137: 82%|βββββββββ | 18/22 [00:00<00:00, 196.89it/s, v_num=0]
Epoch 137: 82%|βββββββββ | 18/22 [00:00<00:00, 194.31it/s, v_num=0]
Epoch 137: 86%|βββββββββ | 19/22 [00:00<00:00, 196.46it/s, v_num=0]
Epoch 137: 86%|βββββββββ | 19/22 [00:00<00:00, 194.23it/s, v_num=0]
Epoch 137: 91%|βββββββββ | 20/22 [00:00<00:00, 196.80it/s, v_num=0]
Epoch 137: 91%|βββββββββ | 20/22 [00:00<00:00, 194.85it/s, v_num=0]
Epoch 137: 95%|ββββββββββ| 21/22 [00:00<00:00, 196.62it/s, v_num=0]
Epoch 137: 95%|ββββββββββ| 21/22 [00:00<00:00, 193.95it/s, v_num=0]
Epoch 137: 100%|ββββββββββ| 22/22 [00:00<00:00, 196.80it/s, v_num=0]
Epoch 137: 100%|ββββββββββ| 22/22 [00:00<00:00, 194.80it/s, v_num=0]
Epoch 137: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.75it/s, v_num=0]
Epoch 137: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 138: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 138: 5%|β | 1/22 [00:00<00:00, 226.80it/s, v_num=0]
Epoch 138: 5%|β | 1/22 [00:00<00:00, 165.24it/s, v_num=0]
Epoch 138: 9%|β | 2/22 [00:00<00:00, 204.10it/s, v_num=0]
Epoch 138: 9%|β | 2/22 [00:00<00:00, 184.09it/s, v_num=0]
Epoch 138: 14%|ββ | 3/22 [00:00<00:00, 207.61it/s, v_num=0]
Epoch 138: 14%|ββ | 3/22 [00:00<00:00, 149.82it/s, v_num=0]
Epoch 138: 18%|ββ | 4/22 [00:00<00:00, 154.58it/s, v_num=0]
Epoch 138: 18%|ββ | 4/22 [00:00<00:00, 142.64it/s, v_num=0]
Epoch 138: 23%|βββ | 5/22 [00:00<00:00, 146.23it/s, v_num=0]
Epoch 138: 23%|βββ | 5/22 [00:00<00:00, 142.94it/s, v_num=0]
Epoch 138: 27%|βββ | 6/22 [00:00<00:00, 151.33it/s, v_num=0]
Epoch 138: 27%|βββ | 6/22 [00:00<00:00, 146.97it/s, v_num=0]
Epoch 138: 32%|ββββ | 7/22 [00:00<00:00, 157.42it/s, v_num=0]
Epoch 138: 32%|ββββ | 7/22 [00:00<00:00, 153.51it/s, v_num=0]
Epoch 138: 36%|ββββ | 8/22 [00:00<00:00, 162.48it/s, v_num=0]
Epoch 138: 36%|ββββ | 8/22 [00:00<00:00, 159.10it/s, v_num=0]
Epoch 138: 41%|ββββ | 9/22 [00:00<00:00, 167.11it/s, v_num=0]
Epoch 138: 41%|ββββ | 9/22 [00:00<00:00, 162.64it/s, v_num=0]
Epoch 138: 45%|βββββ | 10/22 [00:00<00:00, 169.01it/s, v_num=0]
Epoch 138: 45%|βββββ | 10/22 [00:00<00:00, 165.77it/s, v_num=0]
Epoch 138: 50%|βββββ | 11/22 [00:00<00:00, 172.49it/s, v_num=0]
Epoch 138: 50%|βββββ | 11/22 [00:00<00:00, 169.62it/s, v_num=0]
Epoch 138: 55%|ββββββ | 12/22 [00:00<00:00, 167.83it/s, v_num=0]
Epoch 138: 55%|ββββββ | 12/22 [00:00<00:00, 165.02it/s, v_num=0]
Epoch 138: 59%|ββββββ | 13/22 [00:00<00:00, 165.52it/s, v_num=0]
Epoch 138: 59%|ββββββ | 13/22 [00:00<00:00, 163.76it/s, v_num=0]
Epoch 138: 64%|βββββββ | 14/22 [00:00<00:00, 167.93it/s, v_num=0]
Epoch 138: 64%|βββββββ | 14/22 [00:00<00:00, 165.82it/s, v_num=0]
Epoch 138: 68%|βββββββ | 15/22 [00:00<00:00, 165.06it/s, v_num=0]
Epoch 138: 68%|βββββββ | 15/22 [00:00<00:00, 162.30it/s, v_num=0]
Epoch 138: 73%|ββββββββ | 16/22 [00:00<00:00, 165.89it/s, v_num=0]
Epoch 138: 73%|ββββββββ | 16/22 [00:00<00:00, 163.88it/s, v_num=0]
Epoch 138: 77%|ββββββββ | 17/22 [00:00<00:00, 167.64it/s, v_num=0]
Epoch 138: 77%|ββββββββ | 17/22 [00:00<00:00, 158.88it/s, v_num=0]
Epoch 138: 82%|βββββββββ | 18/22 [00:00<00:00, 159.95it/s, v_num=0]
Epoch 138: 82%|βββββββββ | 18/22 [00:00<00:00, 156.89it/s, v_num=0]
Epoch 138: 86%|βββββββββ | 19/22 [00:00<00:00, 159.51it/s, v_num=0]
Epoch 138: 86%|βββββββββ | 19/22 [00:00<00:00, 158.33it/s, v_num=0]
Epoch 138: 91%|βββββββββ | 20/22 [00:00<00:00, 158.27it/s, v_num=0]
Epoch 138: 91%|βββββββββ | 20/22 [00:00<00:00, 156.95it/s, v_num=0]
Epoch 138: 95%|ββββββββββ| 21/22 [00:00<00:00, 158.19it/s, v_num=0]
Epoch 138: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.06it/s, v_num=0]
Epoch 138: 100%|ββββββββββ| 22/22 [00:00<00:00, 158.60it/s, v_num=0]
Epoch 138: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.56it/s, v_num=0]
Epoch 138: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.45it/s, v_num=0]
Epoch 138: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 139: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 139: 5%|β | 1/22 [00:00<00:00, 155.14it/s, v_num=0]
Epoch 139: 5%|β | 1/22 [00:00<00:00, 137.24it/s, v_num=0]
Epoch 139: 9%|β | 2/22 [00:00<00:00, 163.41it/s, v_num=0]
Epoch 139: 9%|β | 2/22 [00:00<00:00, 143.47it/s, v_num=0]
Epoch 139: 14%|ββ | 3/22 [00:00<00:00, 166.49it/s, v_num=0]
Epoch 139: 14%|ββ | 3/22 [00:00<00:00, 149.37it/s, v_num=0]
Epoch 139: 18%|ββ | 4/22 [00:00<00:00, 165.09it/s, v_num=0]
Epoch 139: 18%|ββ | 4/22 [00:00<00:00, 159.87it/s, v_num=0]
Epoch 139: 23%|βββ | 5/22 [00:00<00:00, 167.09it/s, v_num=0]
Epoch 139: 23%|βββ | 5/22 [00:00<00:00, 161.70it/s, v_num=0]
Epoch 139: 27%|βββ | 6/22 [00:00<00:00, 163.57it/s, v_num=0]
Epoch 139: 27%|βββ | 6/22 [00:00<00:00, 159.56it/s, v_num=0]
Epoch 139: 32%|ββββ | 7/22 [00:00<00:00, 162.93it/s, v_num=0]
Epoch 139: 32%|ββββ | 7/22 [00:00<00:00, 155.44it/s, v_num=0]
Epoch 139: 36%|ββββ | 8/22 [00:00<00:00, 156.68it/s, v_num=0]
Epoch 139: 36%|ββββ | 8/22 [00:00<00:00, 147.98it/s, v_num=0]
Epoch 139: 41%|ββββ | 9/22 [00:00<00:00, 152.97it/s, v_num=0]
Epoch 139: 41%|ββββ | 9/22 [00:00<00:00, 150.81it/s, v_num=0]
Epoch 139: 45%|βββββ | 10/22 [00:00<00:00, 154.26it/s, v_num=0]
Epoch 139: 45%|βββββ | 10/22 [00:00<00:00, 149.41it/s, v_num=0]
Epoch 139: 50%|βββββ | 11/22 [00:00<00:00, 152.56it/s, v_num=0]
Epoch 139: 50%|βββββ | 11/22 [00:00<00:00, 149.81it/s, v_num=0]
Epoch 139: 55%|ββββββ | 12/22 [00:00<00:00, 153.31it/s, v_num=0]
Epoch 139: 55%|ββββββ | 12/22 [00:00<00:00, 151.63it/s, v_num=0]
Epoch 139: 59%|ββββββ | 13/22 [00:00<00:00, 153.26it/s, v_num=0]
Epoch 139: 59%|ββββββ | 13/22 [00:00<00:00, 151.39it/s, v_num=0]
Epoch 139: 64%|βββββββ | 14/22 [00:00<00:00, 154.17it/s, v_num=0]
Epoch 139: 64%|βββββββ | 14/22 [00:00<00:00, 152.44it/s, v_num=0]
Epoch 139: 68%|βββββββ | 15/22 [00:00<00:00, 155.09it/s, v_num=0]
Epoch 139: 68%|βββββββ | 15/22 [00:00<00:00, 153.54it/s, v_num=0]
Epoch 139: 73%|ββββββββ | 16/22 [00:00<00:00, 155.63it/s, v_num=0]
Epoch 139: 73%|ββββββββ | 16/22 [00:00<00:00, 152.69it/s, v_num=0]
Epoch 139: 77%|ββββββββ | 17/22 [00:00<00:00, 155.62it/s, v_num=0]
Epoch 139: 77%|ββββββββ | 17/22 [00:00<00:00, 154.48it/s, v_num=0]
Epoch 139: 82%|βββββββββ | 18/22 [00:00<00:00, 156.15it/s, v_num=0]
Epoch 139: 82%|βββββββββ | 18/22 [00:00<00:00, 153.32it/s, v_num=0]
Epoch 139: 86%|βββββββββ | 19/22 [00:00<00:00, 157.15it/s, v_num=0]
Epoch 139: 86%|βββββββββ | 19/22 [00:00<00:00, 155.81it/s, v_num=0]
Epoch 139: 91%|βββββββββ | 20/22 [00:00<00:00, 158.15it/s, v_num=0]
Epoch 139: 91%|βββββββββ | 20/22 [00:00<00:00, 157.13it/s, v_num=0]
Epoch 139: 95%|ββββββββββ| 21/22 [00:00<00:00, 158.00it/s, v_num=0]
Epoch 139: 95%|ββββββββββ| 21/22 [00:00<00:00, 156.98it/s, v_num=0]
Epoch 139: 100%|ββββββββββ| 22/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 139: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.77it/s, v_num=0]
Epoch 139: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.03it/s, v_num=0]
Epoch 139: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 140: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 140: 5%|β | 1/22 [00:00<00:00, 170.42it/s, v_num=0]
Epoch 140: 5%|β | 1/22 [00:00<00:00, 128.88it/s, v_num=0]
Epoch 140: 9%|β | 2/22 [00:00<00:00, 164.71it/s, v_num=0]
Epoch 140: 9%|β | 2/22 [00:00<00:00, 139.65it/s, v_num=0]
Epoch 140: 14%|ββ | 3/22 [00:00<00:00, 159.96it/s, v_num=0]
Epoch 140: 14%|ββ | 3/22 [00:00<00:00, 130.62it/s, v_num=0]
Epoch 140: 18%|ββ | 4/22 [00:00<00:00, 137.89it/s, v_num=0]
Epoch 140: 18%|ββ | 4/22 [00:00<00:00, 134.12it/s, v_num=0]
Epoch 140: 23%|βββ | 5/22 [00:00<00:00, 139.23it/s, v_num=0]
Epoch 140: 23%|βββ | 5/22 [00:00<00:00, 136.29it/s, v_num=0]
Epoch 140: 27%|βββ | 6/22 [00:00<00:00, 139.72it/s, v_num=0]
Epoch 140: 27%|βββ | 6/22 [00:00<00:00, 132.11it/s, v_num=0]
Epoch 140: 32%|ββββ | 7/22 [00:00<00:00, 138.53it/s, v_num=0]
Epoch 140: 32%|ββββ | 7/22 [00:00<00:00, 136.25it/s, v_num=0]
Epoch 140: 36%|ββββ | 8/22 [00:00<00:00, 140.78it/s, v_num=0]
Epoch 140: 36%|ββββ | 8/22 [00:00<00:00, 137.21it/s, v_num=0]
Epoch 140: 41%|ββββ | 9/22 [00:00<00:00, 142.32it/s, v_num=0]
Epoch 140: 41%|ββββ | 9/22 [00:00<00:00, 140.60it/s, v_num=0]
Epoch 140: 45%|βββββ | 10/22 [00:00<00:00, 144.97it/s, v_num=0]
Epoch 140: 45%|βββββ | 10/22 [00:00<00:00, 142.86it/s, v_num=0]
Epoch 140: 50%|βββββ | 11/22 [00:00<00:00, 144.78it/s, v_num=0]
Epoch 140: 50%|βββββ | 11/22 [00:00<00:00, 142.89it/s, v_num=0]
Epoch 140: 55%|ββββββ | 12/22 [00:00<00:00, 146.59it/s, v_num=0]
Epoch 140: 55%|ββββββ | 12/22 [00:00<00:00, 145.20it/s, v_num=0]
Epoch 140: 59%|ββββββ | 13/22 [00:00<00:00, 148.01it/s, v_num=0]
Epoch 140: 59%|ββββββ | 13/22 [00:00<00:00, 146.57it/s, v_num=0]
Epoch 140: 64%|βββββββ | 14/22 [00:00<00:00, 148.38it/s, v_num=0]
Epoch 140: 64%|βββββββ | 14/22 [00:00<00:00, 145.31it/s, v_num=0]
Epoch 140: 68%|βββββββ | 15/22 [00:00<00:00, 149.47it/s, v_num=0]
Epoch 140: 68%|βββββββ | 15/22 [00:00<00:00, 148.24it/s, v_num=0]
Epoch 140: 73%|ββββββββ | 16/22 [00:00<00:00, 148.12it/s, v_num=0]
Epoch 140: 73%|ββββββββ | 16/22 [00:00<00:00, 146.68it/s, v_num=0]
Epoch 140: 77%|ββββββββ | 17/22 [00:00<00:00, 148.91it/s, v_num=0]
Epoch 140: 77%|ββββββββ | 17/22 [00:00<00:00, 147.65it/s, v_num=0]
Epoch 140: 82%|βββββββββ | 18/22 [00:00<00:00, 149.70it/s, v_num=0]
Epoch 140: 82%|βββββββββ | 18/22 [00:00<00:00, 148.17it/s, v_num=0]
Epoch 140: 86%|βββββββββ | 19/22 [00:00<00:00, 149.32it/s, v_num=0]
Epoch 140: 86%|βββββββββ | 19/22 [00:00<00:00, 147.17it/s, v_num=0]
Epoch 140: 91%|βββββββββ | 20/22 [00:00<00:00, 150.05it/s, v_num=0]
Epoch 140: 91%|βββββββββ | 20/22 [00:00<00:00, 149.14it/s, v_num=0]
Epoch 140: 95%|ββββββββββ| 21/22 [00:00<00:00, 148.10it/s, v_num=0]
Epoch 140: 95%|ββββββββββ| 21/22 [00:00<00:00, 145.72it/s, v_num=0]
Epoch 140: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.83it/s, v_num=0]
Epoch 140: 100%|ββββββββββ| 22/22 [00:00<00:00, 146.05it/s, v_num=0]
Epoch 140: 100%|ββββββββββ| 22/22 [00:00<00:00, 144.06it/s, v_num=0]
Epoch 140: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 141: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 141: 5%|β | 1/22 [00:00<00:00, 145.75it/s, v_num=0]
Epoch 141: 5%|β | 1/22 [00:00<00:00, 111.15it/s, v_num=0]
Epoch 141: 9%|β | 2/22 [00:00<00:00, 144.49it/s, v_num=0]
Epoch 141: 9%|β | 2/22 [00:00<00:00, 126.89it/s, v_num=0]
Epoch 141: 14%|ββ | 3/22 [00:00<00:00, 144.88it/s, v_num=0]
Epoch 141: 14%|ββ | 3/22 [00:00<00:00, 139.62it/s, v_num=0]
Epoch 141: 18%|ββ | 4/22 [00:00<00:00, 151.26it/s, v_num=0]
Epoch 141: 18%|ββ | 4/22 [00:00<00:00, 146.68it/s, v_num=0]
Epoch 141: 23%|βββ | 5/22 [00:00<00:00, 157.07it/s, v_num=0]
Epoch 141: 23%|βββ | 5/22 [00:00<00:00, 153.09it/s, v_num=0]
Epoch 141: 27%|βββ | 6/22 [00:00<00:00, 162.85it/s, v_num=0]
Epoch 141: 27%|βββ | 6/22 [00:00<00:00, 158.29it/s, v_num=0]
Epoch 141: 32%|ββββ | 7/22 [00:00<00:00, 165.21it/s, v_num=0]
Epoch 141: 32%|ββββ | 7/22 [00:00<00:00, 162.17it/s, v_num=0]
Epoch 141: 36%|ββββ | 8/22 [00:00<00:00, 165.39it/s, v_num=0]
Epoch 141: 36%|ββββ | 8/22 [00:00<00:00, 157.27it/s, v_num=0]
Epoch 141: 41%|ββββ | 9/22 [00:00<00:00, 165.41it/s, v_num=0]
Epoch 141: 41%|ββββ | 9/22 [00:00<00:00, 162.93it/s, v_num=0]
Epoch 141: 45%|βββββ | 10/22 [00:00<00:00, 160.94it/s, v_num=0]
Epoch 141: 45%|βββββ | 10/22 [00:00<00:00, 157.81it/s, v_num=0]
Epoch 141: 50%|βββββ | 11/22 [00:00<00:00, 163.51it/s, v_num=0]
Epoch 141: 50%|βββββ | 11/22 [00:00<00:00, 159.77it/s, v_num=0]
Epoch 141: 55%|ββββββ | 12/22 [00:00<00:00, 164.59it/s, v_num=0]
Epoch 141: 55%|ββββββ | 12/22 [00:00<00:00, 161.86it/s, v_num=0]
Epoch 141: 59%|ββββββ | 13/22 [00:00<00:00, 166.67it/s, v_num=0]
Epoch 141: 59%|ββββββ | 13/22 [00:00<00:00, 163.76it/s, v_num=0]
Epoch 141: 64%|βββββββ | 14/22 [00:00<00:00, 168.43it/s, v_num=0]
Epoch 141: 64%|βββββββ | 14/22 [00:00<00:00, 165.89it/s, v_num=0]
Epoch 141: 68%|βββββββ | 15/22 [00:00<00:00, 169.46it/s, v_num=0]
Epoch 141: 68%|βββββββ | 15/22 [00:00<00:00, 167.08it/s, v_num=0]
Epoch 141: 73%|ββββββββ | 16/22 [00:00<00:00, 169.51it/s, v_num=0]
Epoch 141: 73%|ββββββββ | 16/22 [00:00<00:00, 167.24it/s, v_num=0]
Epoch 141: 77%|ββββββββ | 17/22 [00:00<00:00, 171.03it/s, v_num=0]
Epoch 141: 77%|ββββββββ | 17/22 [00:00<00:00, 168.81it/s, v_num=0]
Epoch 141: 82%|βββββββββ | 18/22 [00:00<00:00, 172.15it/s, v_num=0]
Epoch 141: 82%|βββββββββ | 18/22 [00:00<00:00, 169.71it/s, v_num=0]
Epoch 141: 86%|βββββββββ | 19/22 [00:00<00:00, 171.75it/s, v_num=0]
Epoch 141: 86%|βββββββββ | 19/22 [00:00<00:00, 169.85it/s, v_num=0]
Epoch 141: 91%|βββββββββ | 20/22 [00:00<00:00, 172.86it/s, v_num=0]
Epoch 141: 91%|βββββββββ | 20/22 [00:00<00:00, 171.07it/s, v_num=0]
Epoch 141: 95%|ββββββββββ| 21/22 [00:00<00:00, 173.70it/s, v_num=0]
Epoch 141: 95%|ββββββββββ| 21/22 [00:00<00:00, 171.93it/s, v_num=0]
Epoch 141: 100%|ββββββββββ| 22/22 [00:00<00:00, 174.33it/s, v_num=0]
Epoch 141: 100%|ββββββββββ| 22/22 [00:00<00:00, 172.63it/s, v_num=0]
Epoch 141: 100%|ββββββββββ| 22/22 [00:00<00:00, 170.77it/s, v_num=0]
Epoch 141: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 142: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 142: 5%|β | 1/22 [00:00<00:00, 196.14it/s, v_num=0]
Epoch 142: 5%|β | 1/22 [00:00<00:00, 155.32it/s, v_num=0]
Epoch 142: 9%|β | 2/22 [00:00<00:00, 192.51it/s, v_num=0]
Epoch 142: 9%|β | 2/22 [00:00<00:00, 170.61it/s, v_num=0]
Epoch 142: 14%|ββ | 3/22 [00:00<00:00, 189.90it/s, v_num=0]
Epoch 142: 14%|ββ | 3/22 [00:00<00:00, 172.72it/s, v_num=0]
Epoch 142: 18%|ββ | 4/22 [00:00<00:00, 189.58it/s, v_num=0]
Epoch 142: 18%|ββ | 4/22 [00:00<00:00, 179.28it/s, v_num=0]
Epoch 142: 23%|βββ | 5/22 [00:00<00:00, 181.99it/s, v_num=0]
Epoch 142: 23%|βββ | 5/22 [00:00<00:00, 176.71it/s, v_num=0]
Epoch 142: 27%|βββ | 6/22 [00:00<00:00, 180.75it/s, v_num=0]
Epoch 142: 27%|βββ | 6/22 [00:00<00:00, 176.44it/s, v_num=0]
Epoch 142: 32%|ββββ | 7/22 [00:00<00:00, 162.04it/s, v_num=0]
Epoch 142: 32%|ββββ | 7/22 [00:00<00:00, 152.98it/s, v_num=0]
Epoch 142: 36%|ββββ | 8/22 [00:00<00:00, 157.79it/s, v_num=0]
Epoch 142: 36%|ββββ | 8/22 [00:00<00:00, 154.94it/s, v_num=0]
Epoch 142: 41%|ββββ | 9/22 [00:00<00:00, 157.85it/s, v_num=0]
Epoch 142: 41%|ββββ | 9/22 [00:00<00:00, 155.38it/s, v_num=0]
Epoch 142: 45%|βββββ | 10/22 [00:00<00:00, 158.46it/s, v_num=0]
Epoch 142: 45%|βββββ | 10/22 [00:00<00:00, 156.17it/s, v_num=0]
Epoch 142: 50%|βββββ | 11/22 [00:00<00:00, 157.36it/s, v_num=0]
Epoch 142: 50%|βββββ | 11/22 [00:00<00:00, 154.60it/s, v_num=0]
Epoch 142: 55%|ββββββ | 12/22 [00:00<00:00, 158.23it/s, v_num=0]
Epoch 142: 55%|ββββββ | 12/22 [00:00<00:00, 155.98it/s, v_num=0]
Epoch 142: 59%|ββββββ | 13/22 [00:00<00:00, 158.39it/s, v_num=0]
Epoch 142: 59%|ββββββ | 13/22 [00:00<00:00, 154.62it/s, v_num=0]
Epoch 142: 64%|βββββββ | 14/22 [00:00<00:00, 157.56it/s, v_num=0]
Epoch 142: 64%|βββββββ | 14/22 [00:00<00:00, 153.63it/s, v_num=0]
Epoch 142: 68%|βββββββ | 15/22 [00:00<00:00, 157.04it/s, v_num=0]
Epoch 142: 68%|βββββββ | 15/22 [00:00<00:00, 153.77it/s, v_num=0]
Epoch 142: 73%|ββββββββ | 16/22 [00:00<00:00, 156.39it/s, v_num=0]
Epoch 142: 73%|ββββββββ | 16/22 [00:00<00:00, 153.17it/s, v_num=0]
Epoch 142: 77%|ββββββββ | 17/22 [00:00<00:00, 155.56it/s, v_num=0]
Epoch 142: 77%|ββββββββ | 17/22 [00:00<00:00, 154.41it/s, v_num=0]
Epoch 142: 82%|βββββββββ | 18/22 [00:00<00:00, 156.41it/s, v_num=0]
Epoch 142: 82%|βββββββββ | 18/22 [00:00<00:00, 155.31it/s, v_num=0]
Epoch 142: 86%|βββββββββ | 19/22 [00:00<00:00, 156.70it/s, v_num=0]
Epoch 142: 86%|βββββββββ | 19/22 [00:00<00:00, 155.72it/s, v_num=0]
Epoch 142: 91%|βββββββββ | 20/22 [00:00<00:00, 157.41it/s, v_num=0]
Epoch 142: 91%|βββββββββ | 20/22 [00:00<00:00, 156.43it/s, v_num=0]
Epoch 142: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.72it/s, v_num=0]
Epoch 142: 95%|ββββββββββ| 21/22 [00:00<00:00, 156.64it/s, v_num=0]
Epoch 142: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.23it/s, v_num=0]
Epoch 142: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.70it/s, v_num=0]
Epoch 142: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.29it/s, v_num=0]
Epoch 142: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 143: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 143: 5%|β | 1/22 [00:00<00:00, 151.42it/s, v_num=0]
Epoch 143: 5%|β | 1/22 [00:00<00:00, 132.82it/s, v_num=0]
Epoch 143: 9%|β | 2/22 [00:00<00:00, 152.76it/s, v_num=0]
Epoch 143: 9%|β | 2/22 [00:00<00:00, 129.52it/s, v_num=0]
Epoch 143: 14%|ββ | 3/22 [00:00<00:00, 150.09it/s, v_num=0]
Epoch 143: 14%|ββ | 3/22 [00:00<00:00, 144.21it/s, v_num=0]
Epoch 143: 18%|ββ | 4/22 [00:00<00:00, 153.21it/s, v_num=0]
Epoch 143: 18%|ββ | 4/22 [00:00<00:00, 148.48it/s, v_num=0]
Epoch 143: 23%|βββ | 5/22 [00:00<00:00, 149.26it/s, v_num=0]
Epoch 143: 23%|βββ | 5/22 [00:00<00:00, 144.36it/s, v_num=0]
Epoch 143: 27%|βββ | 6/22 [00:00<00:00, 152.03it/s, v_num=0]
Epoch 143: 27%|βββ | 6/22 [00:00<00:00, 148.81it/s, v_num=0]
Epoch 143: 32%|ββββ | 7/22 [00:00<00:00, 155.48it/s, v_num=0]
Epoch 143: 32%|ββββ | 7/22 [00:00<00:00, 152.47it/s, v_num=0]
Epoch 143: 36%|ββββ | 8/22 [00:00<00:00, 157.77it/s, v_num=0]
Epoch 143: 36%|ββββ | 8/22 [00:00<00:00, 154.47it/s, v_num=0]
Epoch 143: 41%|ββββ | 9/22 [00:00<00:00, 156.56it/s, v_num=0]
Epoch 143: 41%|ββββ | 9/22 [00:00<00:00, 153.69it/s, v_num=0]
Epoch 143: 45%|βββββ | 10/22 [00:00<00:00, 151.54it/s, v_num=0]
Epoch 143: 45%|βββββ | 10/22 [00:00<00:00, 149.31it/s, v_num=0]
Epoch 143: 50%|βββββ | 11/22 [00:00<00:00, 152.87it/s, v_num=0]
Epoch 143: 50%|βββββ | 11/22 [00:00<00:00, 150.91it/s, v_num=0]
Epoch 143: 55%|ββββββ | 12/22 [00:00<00:00, 148.41it/s, v_num=0]
Epoch 143: 55%|ββββββ | 12/22 [00:00<00:00, 146.64it/s, v_num=0]
Epoch 143: 59%|ββββββ | 13/22 [00:00<00:00, 149.09it/s, v_num=0]
Epoch 143: 59%|ββββββ | 13/22 [00:00<00:00, 147.53it/s, v_num=0]
Epoch 143: 64%|βββββββ | 14/22 [00:00<00:00, 150.80it/s, v_num=0]
Epoch 143: 64%|βββββββ | 14/22 [00:00<00:00, 147.73it/s, v_num=0]
Epoch 143: 68%|βββββββ | 15/22 [00:00<00:00, 150.26it/s, v_num=0]
Epoch 143: 68%|βββββββ | 15/22 [00:00<00:00, 148.78it/s, v_num=0]
Epoch 143: 73%|ββββββββ | 16/22 [00:00<00:00, 150.27it/s, v_num=0]
Epoch 143: 73%|ββββββββ | 16/22 [00:00<00:00, 145.76it/s, v_num=0]
Epoch 143: 77%|ββββββββ | 17/22 [00:00<00:00, 148.98it/s, v_num=0]
Epoch 143: 77%|ββββββββ | 17/22 [00:00<00:00, 147.89it/s, v_num=0]
Epoch 143: 82%|βββββββββ | 18/22 [00:00<00:00, 139.46it/s, v_num=0]
Epoch 143: 82%|βββββββββ | 18/22 [00:00<00:00, 133.92it/s, v_num=0]
Epoch 143: 86%|βββββββββ | 19/22 [00:00<00:00, 137.14it/s, v_num=0]
Epoch 143: 86%|βββββββββ | 19/22 [00:00<00:00, 136.15it/s, v_num=0]
Epoch 143: 91%|βββββββββ | 20/22 [00:00<00:00, 139.07it/s, v_num=0]
Epoch 143: 91%|βββββββββ | 20/22 [00:00<00:00, 138.23it/s, v_num=0]
Epoch 143: 95%|ββββββββββ| 21/22 [00:00<00:00, 140.95it/s, v_num=0]
Epoch 143: 95%|ββββββββββ| 21/22 [00:00<00:00, 140.07it/s, v_num=0]
Epoch 143: 100%|ββββββββββ| 22/22 [00:00<00:00, 142.93it/s, v_num=0]
Epoch 143: 100%|ββββββββββ| 22/22 [00:00<00:00, 142.08it/s, v_num=0]
Epoch 143: 100%|ββββββββββ| 22/22 [00:00<00:00, 140.97it/s, v_num=0]
Epoch 143: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 144: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 144: 5%|β | 1/22 [00:00<00:00, 179.03it/s, v_num=0]
Epoch 144: 5%|β | 1/22 [00:00<00:00, 153.38it/s, v_num=0]
Epoch 144: 9%|β | 2/22 [00:00<00:00, 183.52it/s, v_num=0]
Epoch 144: 9%|β | 2/22 [00:00<00:00, 169.28it/s, v_num=0]
Epoch 144: 14%|ββ | 3/22 [00:00<00:00, 164.04it/s, v_num=0]
Epoch 144: 14%|ββ | 3/22 [00:00<00:00, 154.32it/s, v_num=0]
Epoch 144: 18%|ββ | 4/22 [00:00<00:00, 162.85it/s, v_num=0]
Epoch 144: 18%|ββ | 4/22 [00:00<00:00, 156.55it/s, v_num=0]
Epoch 144: 23%|βββ | 5/22 [00:00<00:00, 166.22it/s, v_num=0]
Epoch 144: 23%|βββ | 5/22 [00:00<00:00, 160.98it/s, v_num=0]
Epoch 144: 27%|βββ | 6/22 [00:00<00:00, 168.60it/s, v_num=0]
Epoch 144: 27%|βββ | 6/22 [00:00<00:00, 163.89it/s, v_num=0]
Epoch 144: 32%|ββββ | 7/22 [00:00<00:00, 171.26it/s, v_num=0]
Epoch 144: 32%|ββββ | 7/22 [00:00<00:00, 162.14it/s, v_num=0]
Epoch 144: 36%|ββββ | 8/22 [00:00<00:00, 165.98it/s, v_num=0]
Epoch 144: 36%|ββββ | 8/22 [00:00<00:00, 162.32it/s, v_num=0]
Epoch 144: 41%|ββββ | 9/22 [00:00<00:00, 166.78it/s, v_num=0]
Epoch 144: 41%|ββββ | 9/22 [00:00<00:00, 162.30it/s, v_num=0]
Epoch 144: 45%|βββββ | 10/22 [00:00<00:00, 162.35it/s, v_num=0]
Epoch 144: 45%|βββββ | 10/22 [00:00<00:00, 158.89it/s, v_num=0]
Epoch 144: 50%|βββββ | 11/22 [00:00<00:00, 161.83it/s, v_num=0]
Epoch 144: 50%|βββββ | 11/22 [00:00<00:00, 159.23it/s, v_num=0]
Epoch 144: 55%|ββββββ | 12/22 [00:00<00:00, 160.85it/s, v_num=0]
Epoch 144: 55%|ββββββ | 12/22 [00:00<00:00, 158.11it/s, v_num=0]
Epoch 144: 59%|ββββββ | 13/22 [00:00<00:00, 161.57it/s, v_num=0]
Epoch 144: 59%|ββββββ | 13/22 [00:00<00:00, 159.28it/s, v_num=0]
Epoch 144: 64%|βββββββ | 14/22 [00:00<00:00, 159.71it/s, v_num=0]
Epoch 144: 64%|βββββββ | 14/22 [00:00<00:00, 157.91it/s, v_num=0]
Epoch 144: 68%|βββββββ | 15/22 [00:00<00:00, 160.38it/s, v_num=0]
Epoch 144: 68%|βββββββ | 15/22 [00:00<00:00, 158.21it/s, v_num=0]
Epoch 144: 73%|ββββββββ | 16/22 [00:00<00:00, 159.96it/s, v_num=0]
Epoch 144: 73%|ββββββββ | 16/22 [00:00<00:00, 158.41it/s, v_num=0]
Epoch 144: 77%|ββββββββ | 17/22 [00:00<00:00, 161.50it/s, v_num=0]
Epoch 144: 77%|ββββββββ | 17/22 [00:00<00:00, 157.74it/s, v_num=0]
Epoch 144: 82%|βββββββββ | 18/22 [00:00<00:00, 160.97it/s, v_num=0]
Epoch 144: 82%|βββββββββ | 18/22 [00:00<00:00, 159.41it/s, v_num=0]
Epoch 144: 86%|βββββββββ | 19/22 [00:00<00:00, 161.57it/s, v_num=0]
Epoch 144: 86%|βββββββββ | 19/22 [00:00<00:00, 160.42it/s, v_num=0]
Epoch 144: 91%|βββββββββ | 20/22 [00:00<00:00, 163.64it/s, v_num=0]
Epoch 144: 91%|βββββββββ | 20/22 [00:00<00:00, 161.91it/s, v_num=0]
Epoch 144: 95%|ββββββββββ| 21/22 [00:00<00:00, 163.38it/s, v_num=0]
Epoch 144: 95%|ββββββββββ| 21/22 [00:00<00:00, 162.28it/s, v_num=0]
Epoch 144: 100%|ββββββββββ| 22/22 [00:00<00:00, 164.39it/s, v_num=0]
Epoch 144: 100%|ββββββββββ| 22/22 [00:00<00:00, 163.38it/s, v_num=0]
Epoch 144: 100%|ββββββββββ| 22/22 [00:00<00:00, 161.87it/s, v_num=0]
Epoch 144: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 145: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 145: 5%|β | 1/22 [00:00<00:00, 204.65it/s, v_num=0]
Epoch 145: 5%|β | 1/22 [00:00<00:00, 158.82it/s, v_num=0]
Epoch 145: 9%|β | 2/22 [00:00<00:00, 193.69it/s, v_num=0]
Epoch 145: 9%|β | 2/22 [00:00<00:00, 172.97it/s, v_num=0]
Epoch 145: 14%|ββ | 3/22 [00:00<00:00, 187.52it/s, v_num=0]
Epoch 145: 14%|ββ | 3/22 [00:00<00:00, 173.41it/s, v_num=0]
Epoch 145: 18%|ββ | 4/22 [00:00<00:00, 183.00it/s, v_num=0]
Epoch 145: 18%|ββ | 4/22 [00:00<00:00, 175.50it/s, v_num=0]
Epoch 145: 23%|βββ | 5/22 [00:00<00:00, 183.50it/s, v_num=0]
Epoch 145: 23%|βββ | 5/22 [00:00<00:00, 171.98it/s, v_num=0]
Epoch 145: 27%|βββ | 6/22 [00:00<00:00, 180.56it/s, v_num=0]
Epoch 145: 27%|βββ | 6/22 [00:00<00:00, 174.24it/s, v_num=0]
Epoch 145: 32%|ββββ | 7/22 [00:00<00:00, 180.06it/s, v_num=0]
Epoch 145: 32%|ββββ | 7/22 [00:00<00:00, 176.21it/s, v_num=0]
Epoch 145: 36%|ββββ | 8/22 [00:00<00:00, 182.88it/s, v_num=0]
Epoch 145: 36%|ββββ | 8/22 [00:00<00:00, 178.75it/s, v_num=0]
Epoch 145: 41%|ββββ | 9/22 [00:00<00:00, 184.58it/s, v_num=0]
Epoch 145: 41%|ββββ | 9/22 [00:00<00:00, 180.09it/s, v_num=0]
Epoch 145: 45%|βββββ | 10/22 [00:00<00:00, 186.72it/s, v_num=0]
Epoch 145: 45%|βββββ | 10/22 [00:00<00:00, 182.31it/s, v_num=0]
Epoch 145: 50%|βββββ | 11/22 [00:00<00:00, 178.16it/s, v_num=0]
Epoch 145: 50%|βββββ | 11/22 [00:00<00:00, 175.77it/s, v_num=0]
Epoch 145: 55%|ββββββ | 12/22 [00:00<00:00, 180.63it/s, v_num=0]
Epoch 145: 55%|ββββββ | 12/22 [00:00<00:00, 177.51it/s, v_num=0]
Epoch 145: 59%|ββββββ | 13/22 [00:00<00:00, 182.19it/s, v_num=0]
Epoch 145: 59%|ββββββ | 13/22 [00:00<00:00, 178.48it/s, v_num=0]
Epoch 145: 64%|βββββββ | 14/22 [00:00<00:00, 181.89it/s, v_num=0]
Epoch 145: 64%|βββββββ | 14/22 [00:00<00:00, 179.20it/s, v_num=0]
Epoch 145: 68%|βββββββ | 15/22 [00:00<00:00, 181.44it/s, v_num=0]
Epoch 145: 68%|βββββββ | 15/22 [00:00<00:00, 179.54it/s, v_num=0]
Epoch 145: 73%|ββββββββ | 16/22 [00:00<00:00, 181.37it/s, v_num=0]
Epoch 145: 73%|ββββββββ | 16/22 [00:00<00:00, 179.20it/s, v_num=0]
Epoch 145: 77%|ββββββββ | 17/22 [00:00<00:00, 181.78it/s, v_num=0]
Epoch 145: 77%|ββββββββ | 17/22 [00:00<00:00, 180.08it/s, v_num=0]
Epoch 145: 82%|βββββββββ | 18/22 [00:00<00:00, 182.38it/s, v_num=0]
Epoch 145: 82%|βββββββββ | 18/22 [00:00<00:00, 180.82it/s, v_num=0]
Epoch 145: 86%|βββββββββ | 19/22 [00:00<00:00, 183.61it/s, v_num=0]
Epoch 145: 86%|βββββββββ | 19/22 [00:00<00:00, 181.83it/s, v_num=0]
Epoch 145: 91%|βββββββββ | 20/22 [00:00<00:00, 182.98it/s, v_num=0]
Epoch 145: 91%|βββββββββ | 20/22 [00:00<00:00, 181.53it/s, v_num=0]
Epoch 145: 95%|ββββββββββ| 21/22 [00:00<00:00, 183.46it/s, v_num=0]
Epoch 145: 95%|ββββββββββ| 21/22 [00:00<00:00, 182.15it/s, v_num=0]
Epoch 145: 100%|ββββββββββ| 22/22 [00:00<00:00, 182.34it/s, v_num=0]
Epoch 145: 100%|ββββββββββ| 22/22 [00:00<00:00, 181.16it/s, v_num=0]
Epoch 145: 100%|ββββββββββ| 22/22 [00:00<00:00, 176.71it/s, v_num=0]
Epoch 145: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 146: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 146: 5%|β | 1/22 [00:00<00:00, 156.61it/s, v_num=0]
Epoch 146: 5%|β | 1/22 [00:00<00:00, 110.76it/s, v_num=0]
Epoch 146: 9%|β | 2/22 [00:00<00:00, 150.50it/s, v_num=0]
Epoch 146: 9%|β | 2/22 [00:00<00:00, 140.21it/s, v_num=0]
Epoch 146: 14%|ββ | 3/22 [00:00<00:00, 150.38it/s, v_num=0]
Epoch 146: 14%|ββ | 3/22 [00:00<00:00, 136.86it/s, v_num=0]
Epoch 146: 18%|ββ | 4/22 [00:00<00:00, 143.05it/s, v_num=0]
Epoch 146: 18%|ββ | 4/22 [00:00<00:00, 132.90it/s, v_num=0]
Epoch 146: 23%|βββ | 5/22 [00:00<00:00, 144.58it/s, v_num=0]
Epoch 146: 23%|βββ | 5/22 [00:00<00:00, 135.65it/s, v_num=0]
Epoch 146: 27%|βββ | 6/22 [00:00<00:00, 144.68it/s, v_num=0]
Epoch 146: 27%|βββ | 6/22 [00:00<00:00, 137.04it/s, v_num=0]
Epoch 146: 32%|ββββ | 7/22 [00:00<00:00, 142.40it/s, v_num=0]
Epoch 146: 32%|ββββ | 7/22 [00:00<00:00, 136.74it/s, v_num=0]
Epoch 146: 36%|ββββ | 8/22 [00:00<00:00, 142.37it/s, v_num=0]
Epoch 146: 36%|ββββ | 8/22 [00:00<00:00, 136.10it/s, v_num=0]
Epoch 146: 41%|ββββ | 9/22 [00:00<00:00, 141.65it/s, v_num=0]
Epoch 146: 41%|ββββ | 9/22 [00:00<00:00, 139.82it/s, v_num=0]
Epoch 146: 45%|βββββ | 10/22 [00:00<00:00, 143.18it/s, v_num=0]
Epoch 146: 45%|βββββ | 10/22 [00:00<00:00, 140.24it/s, v_num=0]
Epoch 146: 50%|βββββ | 11/22 [00:00<00:00, 139.85it/s, v_num=0]
Epoch 146: 50%|βββββ | 11/22 [00:00<00:00, 137.97it/s, v_num=0]
Epoch 146: 55%|ββββββ | 12/22 [00:00<00:00, 140.96it/s, v_num=0]
Epoch 146: 55%|ββββββ | 12/22 [00:00<00:00, 133.07it/s, v_num=0]
Epoch 146: 59%|ββββββ | 13/22 [00:00<00:00, 136.00it/s, v_num=0]
Epoch 146: 59%|ββββββ | 13/22 [00:00<00:00, 134.65it/s, v_num=0]
Epoch 146: 64%|βββββββ | 14/22 [00:00<00:00, 136.44it/s, v_num=0]
Epoch 146: 64%|βββββββ | 14/22 [00:00<00:00, 135.30it/s, v_num=0]
Epoch 146: 68%|βββββββ | 15/22 [00:00<00:00, 132.57it/s, v_num=0]
Epoch 146: 68%|βββββββ | 15/22 [00:00<00:00, 131.60it/s, v_num=0]
Epoch 146: 73%|ββββββββ | 16/22 [00:00<00:00, 132.01it/s, v_num=0]
Epoch 146: 73%|ββββββββ | 16/22 [00:00<00:00, 129.31it/s, v_num=0]
Epoch 146: 77%|ββββββββ | 17/22 [00:00<00:00, 132.07it/s, v_num=0]
Epoch 146: 77%|ββββββββ | 17/22 [00:00<00:00, 129.63it/s, v_num=0]
Epoch 146: 82%|βββββββββ | 18/22 [00:00<00:00, 132.62it/s, v_num=0]
Epoch 146: 82%|βββββββββ | 18/22 [00:00<00:00, 131.83it/s, v_num=0]
Epoch 146: 86%|βββββββββ | 19/22 [00:00<00:00, 133.44it/s, v_num=0]
Epoch 146: 86%|βββββββββ | 19/22 [00:00<00:00, 132.65it/s, v_num=0]
Epoch 146: 91%|βββββββββ | 20/22 [00:00<00:00, 135.11it/s, v_num=0]
Epoch 146: 91%|βββββββββ | 20/22 [00:00<00:00, 134.07it/s, v_num=0]
Epoch 146: 95%|ββββββββββ| 21/22 [00:00<00:00, 137.17it/s, v_num=0]
Epoch 146: 95%|ββββββββββ| 21/22 [00:00<00:00, 136.27it/s, v_num=0]
Epoch 146: 100%|ββββββββββ| 22/22 [00:00<00:00, 138.28it/s, v_num=0]
Epoch 146: 100%|ββββββββββ| 22/22 [00:00<00:00, 136.96it/s, v_num=0]
Epoch 146: 100%|ββββββββββ| 22/22 [00:00<00:00, 135.07it/s, v_num=0]
Epoch 146: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 147: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 147: 5%|β | 1/22 [00:00<00:00, 133.91it/s, v_num=0]
Epoch 147: 5%|β | 1/22 [00:00<00:00, 120.10it/s, v_num=0]
Epoch 147: 9%|β | 2/22 [00:00<00:00, 143.96it/s, v_num=0]
Epoch 147: 9%|β | 2/22 [00:00<00:00, 123.97it/s, v_num=0]
Epoch 147: 14%|ββ | 3/22 [00:00<00:00, 137.35it/s, v_num=0]
Epoch 147: 14%|ββ | 3/22 [00:00<00:00, 124.40it/s, v_num=0]
Epoch 147: 18%|ββ | 4/22 [00:00<00:00, 138.55it/s, v_num=0]
Epoch 147: 18%|ββ | 4/22 [00:00<00:00, 133.91it/s, v_num=0]
Epoch 147: 23%|βββ | 5/22 [00:00<00:00, 140.23it/s, v_num=0]
Epoch 147: 23%|βββ | 5/22 [00:00<00:00, 136.47it/s, v_num=0]
Epoch 147: 27%|βββ | 6/22 [00:00<00:00, 140.48it/s, v_num=0]
Epoch 147: 27%|βββ | 6/22 [00:00<00:00, 133.68it/s, v_num=0]
Epoch 147: 32%|ββββ | 7/22 [00:00<00:00, 140.52it/s, v_num=0]
Epoch 147: 32%|ββββ | 7/22 [00:00<00:00, 138.19it/s, v_num=0]
Epoch 147: 36%|ββββ | 8/22 [00:00<00:00, 142.10it/s, v_num=0]
Epoch 147: 36%|ββββ | 8/22 [00:00<00:00, 139.89it/s, v_num=0]
Epoch 147: 41%|ββββ | 9/22 [00:00<00:00, 134.76it/s, v_num=0]
Epoch 147: 41%|ββββ | 9/22 [00:00<00:00, 129.49it/s, v_num=0]
Epoch 147: 45%|βββββ | 10/22 [00:00<00:00, 132.97it/s, v_num=0]
Epoch 147: 45%|βββββ | 10/22 [00:00<00:00, 131.33it/s, v_num=0]
Epoch 147: 50%|βββββ | 11/22 [00:00<00:00, 134.21it/s, v_num=0]
Epoch 147: 50%|βββββ | 11/22 [00:00<00:00, 132.71it/s, v_num=0]
Epoch 147: 55%|ββββββ | 12/22 [00:00<00:00, 136.22it/s, v_num=0]
Epoch 147: 55%|ββββββ | 12/22 [00:00<00:00, 134.51it/s, v_num=0]
Epoch 147: 59%|ββββββ | 13/22 [00:00<00:00, 137.17it/s, v_num=0]
Epoch 147: 59%|ββββββ | 13/22 [00:00<00:00, 135.89it/s, v_num=0]
Epoch 147: 64%|βββββββ | 14/22 [00:00<00:00, 138.55it/s, v_num=0]
Epoch 147: 64%|βββββββ | 14/22 [00:00<00:00, 134.76it/s, v_num=0]
Epoch 147: 68%|βββββββ | 15/22 [00:00<00:00, 138.70it/s, v_num=0]
Epoch 147: 68%|βββββββ | 15/22 [00:00<00:00, 136.10it/s, v_num=0]
Epoch 147: 73%|ββββββββ | 16/22 [00:00<00:00, 139.03it/s, v_num=0]
Epoch 147: 73%|ββββββββ | 16/22 [00:00<00:00, 137.93it/s, v_num=0]
Epoch 147: 77%|ββββββββ | 17/22 [00:00<00:00, 137.96it/s, v_num=0]
Epoch 147: 77%|ββββββββ | 17/22 [00:00<00:00, 136.70it/s, v_num=0]
Epoch 147: 82%|βββββββββ | 18/22 [00:00<00:00, 138.92it/s, v_num=0]
Epoch 147: 82%|βββββββββ | 18/22 [00:00<00:00, 136.37it/s, v_num=0]
Epoch 147: 86%|βββββββββ | 19/22 [00:00<00:00, 139.04it/s, v_num=0]
Epoch 147: 86%|βββββββββ | 19/22 [00:00<00:00, 138.06it/s, v_num=0]
Epoch 147: 91%|βββββββββ | 20/22 [00:00<00:00, 139.68it/s, v_num=0]
Epoch 147: 91%|βββββββββ | 20/22 [00:00<00:00, 138.83it/s, v_num=0]
Epoch 147: 95%|ββββββββββ| 21/22 [00:00<00:00, 140.87it/s, v_num=0]
Epoch 147: 95%|ββββββββββ| 21/22 [00:00<00:00, 140.13it/s, v_num=0]
Epoch 147: 100%|ββββββββββ| 22/22 [00:00<00:00, 141.80it/s, v_num=0]
Epoch 147: 100%|ββββββββββ| 22/22 [00:00<00:00, 141.03it/s, v_num=0]
Epoch 147: 100%|ββββββββββ| 22/22 [00:00<00:00, 139.01it/s, v_num=0]
Epoch 147: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 148: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 148: 5%|β | 1/22 [00:00<00:00, 136.45it/s, v_num=0]
Epoch 148: 5%|β | 1/22 [00:00<00:00, 118.18it/s, v_num=0]
Epoch 148: 9%|β | 2/22 [00:00<00:00, 149.97it/s, v_num=0]
Epoch 148: 9%|β | 2/22 [00:00<00:00, 141.08it/s, v_num=0]
Epoch 148: 14%|ββ | 3/22 [00:00<00:00, 154.67it/s, v_num=0]
Epoch 148: 14%|ββ | 3/22 [00:00<00:00, 148.07it/s, v_num=0]
Epoch 148: 18%|ββ | 4/22 [00:00<00:00, 158.51it/s, v_num=0]
Epoch 148: 18%|ββ | 4/22 [00:00<00:00, 152.16it/s, v_num=0]
Epoch 148: 23%|βββ | 5/22 [00:00<00:00, 157.09it/s, v_num=0]
Epoch 148: 23%|βββ | 5/22 [00:00<00:00, 153.17it/s, v_num=0]
Epoch 148: 27%|βββ | 6/22 [00:00<00:00, 159.85it/s, v_num=0]
Epoch 148: 27%|βββ | 6/22 [00:00<00:00, 151.53it/s, v_num=0]
Epoch 148: 32%|ββββ | 7/22 [00:00<00:00, 153.20it/s, v_num=0]
Epoch 148: 32%|ββββ | 7/22 [00:00<00:00, 144.42it/s, v_num=0]
Epoch 148: 36%|ββββ | 8/22 [00:00<00:00, 150.79it/s, v_num=0]
Epoch 148: 36%|ββββ | 8/22 [00:00<00:00, 148.18it/s, v_num=0]
Epoch 148: 41%|ββββ | 9/22 [00:00<00:00, 150.15it/s, v_num=0]
Epoch 148: 41%|ββββ | 9/22 [00:00<00:00, 145.87it/s, v_num=0]
Epoch 148: 45%|βββββ | 10/22 [00:00<00:00, 151.04it/s, v_num=0]
Epoch 148: 45%|βββββ | 10/22 [00:00<00:00, 149.19it/s, v_num=0]
Epoch 148: 50%|βββββ | 11/22 [00:00<00:00, 152.66it/s, v_num=0]
Epoch 148: 50%|βββββ | 11/22 [00:00<00:00, 148.23it/s, v_num=0]
Epoch 148: 55%|ββββββ | 12/22 [00:00<00:00, 152.92it/s, v_num=0]
Epoch 148: 55%|ββββββ | 12/22 [00:00<00:00, 151.21it/s, v_num=0]
Epoch 148: 59%|ββββββ | 13/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 148: 59%|ββββββ | 13/22 [00:00<00:00, 152.64it/s, v_num=0]
Epoch 148: 64%|βββββββ | 14/22 [00:00<00:00, 155.02it/s, v_num=0]
Epoch 148: 64%|βββββββ | 14/22 [00:00<00:00, 151.77it/s, v_num=0]
Epoch 148: 68%|βββββββ | 15/22 [00:00<00:00, 155.91it/s, v_num=0]
Epoch 148: 68%|βββββββ | 15/22 [00:00<00:00, 152.92it/s, v_num=0]
Epoch 148: 73%|ββββββββ | 16/22 [00:00<00:00, 154.75it/s, v_num=0]
Epoch 148: 73%|ββββββββ | 16/22 [00:00<00:00, 153.51it/s, v_num=0]
Epoch 148: 77%|ββββββββ | 17/22 [00:00<00:00, 152.07it/s, v_num=0]
Epoch 148: 77%|ββββββββ | 17/22 [00:00<00:00, 150.80it/s, v_num=0]
Epoch 148: 82%|βββββββββ | 18/22 [00:00<00:00, 153.51it/s, v_num=0]
Epoch 148: 82%|βββββββββ | 18/22 [00:00<00:00, 152.47it/s, v_num=0]
Epoch 148: 86%|βββββββββ | 19/22 [00:00<00:00, 153.76it/s, v_num=0]
Epoch 148: 86%|βββββββββ | 19/22 [00:00<00:00, 152.77it/s, v_num=0]
Epoch 148: 91%|βββββββββ | 20/22 [00:00<00:00, 155.86it/s, v_num=0]
Epoch 148: 91%|βββββββββ | 20/22 [00:00<00:00, 153.33it/s, v_num=0]
Epoch 148: 95%|ββββββββββ| 21/22 [00:00<00:00, 155.26it/s, v_num=0]
Epoch 148: 95%|ββββββββββ| 21/22 [00:00<00:00, 152.82it/s, v_num=0]
Epoch 148: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.04it/s, v_num=0]
Epoch 148: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.13it/s, v_num=0]
Epoch 148: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.28it/s, v_num=0]
Epoch 148: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 149: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 149: 5%|β | 1/22 [00:00<00:00, 164.28it/s, v_num=0]
Epoch 149: 5%|β | 1/22 [00:00<00:00, 124.46it/s, v_num=0]
Epoch 149: 9%|β | 2/22 [00:00<00:00, 154.25it/s, v_num=0]
Epoch 149: 9%|β | 2/22 [00:00<00:00, 133.49it/s, v_num=0]
Epoch 149: 14%|ββ | 3/22 [00:00<00:00, 147.58it/s, v_num=0]
Epoch 149: 14%|ββ | 3/22 [00:00<00:00, 141.08it/s, v_num=0]
Epoch 149: 18%|ββ | 4/22 [00:00<00:00, 152.17it/s, v_num=0]
Epoch 149: 18%|ββ | 4/22 [00:00<00:00, 147.54it/s, v_num=0]
Epoch 149: 23%|βββ | 5/22 [00:00<00:00, 154.44it/s, v_num=0]
Epoch 149: 23%|βββ | 5/22 [00:00<00:00, 150.07it/s, v_num=0]
Epoch 149: 27%|βββ | 6/22 [00:00<00:00, 156.04it/s, v_num=0]
Epoch 149: 27%|βββ | 6/22 [00:00<00:00, 147.69it/s, v_num=0]
Epoch 149: 32%|ββββ | 7/22 [00:00<00:00, 154.20it/s, v_num=0]
Epoch 149: 32%|ββββ | 7/22 [00:00<00:00, 151.33it/s, v_num=0]
Epoch 149: 36%|ββββ | 8/22 [00:00<00:00, 155.04it/s, v_num=0]
Epoch 149: 36%|ββββ | 8/22 [00:00<00:00, 149.13it/s, v_num=0]
Epoch 149: 41%|ββββ | 9/22 [00:00<00:00, 154.77it/s, v_num=0]
Epoch 149: 41%|ββββ | 9/22 [00:00<00:00, 152.42it/s, v_num=0]
Epoch 149: 45%|βββββ | 10/22 [00:00<00:00, 152.41it/s, v_num=0]
Epoch 149: 45%|βββββ | 10/22 [00:00<00:00, 150.00it/s, v_num=0]
Epoch 149: 50%|βββββ | 11/22 [00:00<00:00, 150.82it/s, v_num=0]
Epoch 149: 50%|βββββ | 11/22 [00:00<00:00, 146.89it/s, v_num=0]
Epoch 149: 55%|ββββββ | 12/22 [00:00<00:00, 150.58it/s, v_num=0]
Epoch 149: 55%|ββββββ | 12/22 [00:00<00:00, 148.73it/s, v_num=0]
Epoch 149: 59%|ββββββ | 13/22 [00:00<00:00, 151.61it/s, v_num=0]
Epoch 149: 59%|ββββββ | 13/22 [00:00<00:00, 150.23it/s, v_num=0]
Epoch 149: 64%|βββββββ | 14/22 [00:00<00:00, 151.73it/s, v_num=0]
Epoch 149: 64%|βββββββ | 14/22 [00:00<00:00, 150.06it/s, v_num=0]
Epoch 149: 68%|βββββββ | 15/22 [00:00<00:00, 152.77it/s, v_num=0]
Epoch 149: 68%|βββββββ | 15/22 [00:00<00:00, 151.42it/s, v_num=0]
Epoch 149: 73%|ββββββββ | 16/22 [00:00<00:00, 153.98it/s, v_num=0]
Epoch 149: 73%|ββββββββ | 16/22 [00:00<00:00, 152.84it/s, v_num=0]
Epoch 149: 77%|ββββββββ | 17/22 [00:00<00:00, 155.23it/s, v_num=0]
Epoch 149: 77%|ββββββββ | 17/22 [00:00<00:00, 154.16it/s, v_num=0]
Epoch 149: 82%|βββββββββ | 18/22 [00:00<00:00, 157.56it/s, v_num=0]
Epoch 149: 82%|βββββββββ | 18/22 [00:00<00:00, 154.80it/s, v_num=0]
Epoch 149: 86%|βββββββββ | 19/22 [00:00<00:00, 157.51it/s, v_num=0]
Epoch 149: 86%|βββββββββ | 19/22 [00:00<00:00, 156.28it/s, v_num=0]
Epoch 149: 91%|βββββββββ | 20/22 [00:00<00:00, 158.24it/s, v_num=0]
Epoch 149: 91%|βββββββββ | 20/22 [00:00<00:00, 155.49it/s, v_num=0]
Epoch 149: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.02it/s, v_num=0]
Epoch 149: 95%|ββββββββββ| 21/22 [00:00<00:00, 155.98it/s, v_num=0]
Epoch 149: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.55it/s, v_num=0]
Epoch 149: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.64it/s, v_num=0]
Epoch 149: 100%|ββββββββββ| 22/22 [00:00<00:00, 145.63it/s, v_num=0]
Epoch 149: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 150: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 150: 5%|β | 1/22 [00:00<00:00, 128.94it/s, v_num=0]
Epoch 150: 5%|β | 1/22 [00:00<00:00, 100.73it/s, v_num=0]
Epoch 150: 9%|β | 2/22 [00:00<00:00, 133.11it/s, v_num=0]
Epoch 150: 9%|β | 2/22 [00:00<00:00, 125.92it/s, v_num=0]
Epoch 150: 14%|ββ | 3/22 [00:00<00:00, 139.01it/s, v_num=0]
Epoch 150: 14%|ββ | 3/22 [00:00<00:00, 133.17it/s, v_num=0]
Epoch 150: 18%|ββ | 4/22 [00:00<00:00, 144.04it/s, v_num=0]
Epoch 150: 18%|ββ | 4/22 [00:00<00:00, 134.47it/s, v_num=0]
Epoch 150: 23%|βββ | 5/22 [00:00<00:00, 144.60it/s, v_num=0]
Epoch 150: 23%|βββ | 5/22 [00:00<00:00, 140.72it/s, v_num=0]
Epoch 150: 27%|βββ | 6/22 [00:00<00:00, 147.71it/s, v_num=0]
Epoch 150: 27%|βββ | 6/22 [00:00<00:00, 144.85it/s, v_num=0]
Epoch 150: 32%|ββββ | 7/22 [00:00<00:00, 149.72it/s, v_num=0]
Epoch 150: 32%|ββββ | 7/22 [00:00<00:00, 147.09it/s, v_num=0]
Epoch 150: 36%|ββββ | 8/22 [00:00<00:00, 152.21it/s, v_num=0]
Epoch 150: 36%|ββββ | 8/22 [00:00<00:00, 149.85it/s, v_num=0]
Epoch 150: 41%|ββββ | 9/22 [00:00<00:00, 156.97it/s, v_num=0]
Epoch 150: 41%|ββββ | 9/22 [00:00<00:00, 154.75it/s, v_num=0]
Epoch 150: 45%|βββββ | 10/22 [00:00<00:00, 158.20it/s, v_num=0]
Epoch 150: 45%|βββββ | 10/22 [00:00<00:00, 156.24it/s, v_num=0]
Epoch 150: 50%|βββββ | 11/22 [00:00<00:00, 160.06it/s, v_num=0]
Epoch 150: 50%|βββββ | 11/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 150: 55%|ββββββ | 12/22 [00:00<00:00, 158.19it/s, v_num=0]
Epoch 150: 55%|ββββββ | 12/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 150: 59%|ββββββ | 13/22 [00:00<00:00, 157.68it/s, v_num=0]
Epoch 150: 59%|ββββββ | 13/22 [00:00<00:00, 154.15it/s, v_num=0]
Epoch 150: 64%|βββββββ | 14/22 [00:00<00:00, 157.66it/s, v_num=0]
Epoch 150: 64%|βββββββ | 14/22 [00:00<00:00, 154.33it/s, v_num=0]
Epoch 150: 68%|βββββββ | 15/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 150: 68%|βββββββ | 15/22 [00:00<00:00, 157.36it/s, v_num=0]
Epoch 150: 73%|ββββββββ | 16/22 [00:00<00:00, 159.39it/s, v_num=0]
Epoch 150: 73%|ββββββββ | 16/22 [00:00<00:00, 156.29it/s, v_num=0]
Epoch 150: 77%|ββββββββ | 17/22 [00:00<00:00, 160.71it/s, v_num=0]
Epoch 150: 77%|ββββββββ | 17/22 [00:00<00:00, 159.34it/s, v_num=0]
Epoch 150: 82%|βββββββββ | 18/22 [00:00<00:00, 161.68it/s, v_num=0]
Epoch 150: 82%|βββββββββ | 18/22 [00:00<00:00, 160.55it/s, v_num=0]
Epoch 150: 86%|βββββββββ | 19/22 [00:00<00:00, 160.99it/s, v_num=0]
Epoch 150: 86%|βββββββββ | 19/22 [00:00<00:00, 159.74it/s, v_num=0]
Epoch 150: 91%|βββββββββ | 20/22 [00:00<00:00, 160.64it/s, v_num=0]
Epoch 150: 91%|βββββββββ | 20/22 [00:00<00:00, 157.82it/s, v_num=0]
Epoch 150: 95%|ββββββββββ| 21/22 [00:00<00:00, 160.34it/s, v_num=0]
Epoch 150: 95%|ββββββββββ| 21/22 [00:00<00:00, 159.20it/s, v_num=0]
Epoch 150: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.78it/s, v_num=0]
Epoch 150: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.73it/s, v_num=0]
Epoch 150: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.50it/s, v_num=0]
Epoch 150: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 151: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 151: 5%|β | 1/22 [00:00<00:00, 65.90it/s, v_num=0]
Epoch 151: 5%|β | 1/22 [00:00<00:00, 53.40it/s, v_num=0]
Epoch 151: 9%|β | 2/22 [00:00<00:00, 81.94it/s, v_num=0]
Epoch 151: 9%|β | 2/22 [00:00<00:00, 75.45it/s, v_num=0]
Epoch 151: 14%|ββ | 3/22 [00:00<00:00, 97.15it/s, v_num=0]
Epoch 151: 14%|ββ | 3/22 [00:00<00:00, 94.69it/s, v_num=0]
Epoch 151: 18%|ββ | 4/22 [00:00<00:00, 107.25it/s, v_num=0]
Epoch 151: 18%|ββ | 4/22 [00:00<00:00, 104.84it/s, v_num=0]
Epoch 151: 23%|βββ | 5/22 [00:00<00:00, 115.46it/s, v_num=0]
Epoch 151: 23%|βββ | 5/22 [00:00<00:00, 112.89it/s, v_num=0]
Epoch 151: 27%|βββ | 6/22 [00:00<00:00, 120.17it/s, v_num=0]
Epoch 151: 27%|βββ | 6/22 [00:00<00:00, 115.24it/s, v_num=0]
Epoch 151: 32%|ββββ | 7/22 [00:00<00:00, 123.27it/s, v_num=0]
Epoch 151: 32%|ββββ | 7/22 [00:00<00:00, 121.36it/s, v_num=0]
Epoch 151: 36%|ββββ | 8/22 [00:00<00:00, 128.01it/s, v_num=0]
Epoch 151: 36%|ββββ | 8/22 [00:00<00:00, 126.19it/s, v_num=0]
Epoch 151: 41%|ββββ | 9/22 [00:00<00:00, 130.52it/s, v_num=0]
Epoch 151: 41%|ββββ | 9/22 [00:00<00:00, 128.95it/s, v_num=0]
Epoch 151: 45%|βββββ | 10/22 [00:00<00:00, 129.80it/s, v_num=0]
Epoch 151: 45%|βββββ | 10/22 [00:00<00:00, 126.49it/s, v_num=0]
Epoch 151: 50%|βββββ | 11/22 [00:00<00:00, 131.30it/s, v_num=0]
Epoch 151: 50%|βββββ | 11/22 [00:00<00:00, 129.96it/s, v_num=0]
Epoch 151: 55%|ββββββ | 12/22 [00:00<00:00, 127.98it/s, v_num=0]
Epoch 151: 55%|ββββββ | 12/22 [00:00<00:00, 126.79it/s, v_num=0]
Epoch 151: 59%|ββββββ | 13/22 [00:00<00:00, 130.97it/s, v_num=0]
Epoch 151: 59%|ββββββ | 13/22 [00:00<00:00, 129.77it/s, v_num=0]
Epoch 151: 64%|βββββββ | 14/22 [00:00<00:00, 133.57it/s, v_num=0]
Epoch 151: 64%|βββββββ | 14/22 [00:00<00:00, 132.33it/s, v_num=0]
Epoch 151: 68%|βββββββ | 15/22 [00:00<00:00, 134.71it/s, v_num=0]
Epoch 151: 68%|βββββββ | 15/22 [00:00<00:00, 133.77it/s, v_num=0]
Epoch 151: 73%|ββββββββ | 16/22 [00:00<00:00, 137.32it/s, v_num=0]
Epoch 151: 73%|ββββββββ | 16/22 [00:00<00:00, 136.21it/s, v_num=0]
Epoch 151: 77%|ββββββββ | 17/22 [00:00<00:00, 139.37it/s, v_num=0]
Epoch 151: 77%|ββββββββ | 17/22 [00:00<00:00, 138.36it/s, v_num=0]
Epoch 151: 82%|βββββββββ | 18/22 [00:00<00:00, 140.55it/s, v_num=0]
Epoch 151: 82%|βββββββββ | 18/22 [00:00<00:00, 138.35it/s, v_num=0]
Epoch 151: 86%|βββββββββ | 19/22 [00:00<00:00, 140.81it/s, v_num=0]
Epoch 151: 86%|βββββββββ | 19/22 [00:00<00:00, 139.71it/s, v_num=0]
Epoch 151: 91%|βββββββββ | 20/22 [00:00<00:00, 141.76it/s, v_num=0]
Epoch 151: 91%|βββββββββ | 20/22 [00:00<00:00, 140.90it/s, v_num=0]
Epoch 151: 95%|ββββββββββ| 21/22 [00:00<00:00, 142.94it/s, v_num=0]
Epoch 151: 95%|ββββββββββ| 21/22 [00:00<00:00, 142.12it/s, v_num=0]
Epoch 151: 100%|ββββββββββ| 22/22 [00:00<00:00, 143.96it/s, v_num=0]
Epoch 151: 100%|ββββββββββ| 22/22 [00:00<00:00, 142.61it/s, v_num=0]
Epoch 151: 100%|ββββββββββ| 22/22 [00:00<00:00, 139.78it/s, v_num=0]
Epoch 151: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 152: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 152: 5%|β | 1/22 [00:00<00:00, 174.32it/s, v_num=0]
Epoch 152: 5%|β | 1/22 [00:00<00:00, 131.20it/s, v_num=0]
Epoch 152: 9%|β | 2/22 [00:00<00:00, 169.86it/s, v_num=0]
Epoch 152: 9%|β | 2/22 [00:00<00:00, 145.89it/s, v_num=0]
Epoch 152: 14%|ββ | 3/22 [00:00<00:00, 157.07it/s, v_num=0]
Epoch 152: 14%|ββ | 3/22 [00:00<00:00, 142.11it/s, v_num=0]
Epoch 152: 18%|ββ | 4/22 [00:00<00:00, 152.40it/s, v_num=0]
Epoch 152: 18%|ββ | 4/22 [00:00<00:00, 147.89it/s, v_num=0]
Epoch 152: 23%|βββ | 5/22 [00:00<00:00, 156.10it/s, v_num=0]
Epoch 152: 23%|βββ | 5/22 [00:00<00:00, 152.32it/s, v_num=0]
Epoch 152: 27%|βββ | 6/22 [00:00<00:00, 158.58it/s, v_num=0]
Epoch 152: 27%|βββ | 6/22 [00:00<00:00, 155.05it/s, v_num=0]
Epoch 152: 32%|ββββ | 7/22 [00:00<00:00, 155.39it/s, v_num=0]
Epoch 152: 32%|ββββ | 7/22 [00:00<00:00, 149.36it/s, v_num=0]
Epoch 152: 36%|ββββ | 8/22 [00:00<00:00, 154.32it/s, v_num=0]
Epoch 152: 36%|ββββ | 8/22 [00:00<00:00, 148.36it/s, v_num=0]
Epoch 152: 41%|ββββ | 9/22 [00:00<00:00, 154.66it/s, v_num=0]
Epoch 152: 41%|ββββ | 9/22 [00:00<00:00, 152.56it/s, v_num=0]
Epoch 152: 45%|βββββ | 10/22 [00:00<00:00, 156.86it/s, v_num=0]
Epoch 152: 45%|βββββ | 10/22 [00:00<00:00, 151.75it/s, v_num=0]
Epoch 152: 50%|βββββ | 11/22 [00:00<00:00, 156.66it/s, v_num=0]
Epoch 152: 50%|βββββ | 11/22 [00:00<00:00, 154.86it/s, v_num=0]
Epoch 152: 55%|ββββββ | 12/22 [00:00<00:00, 158.06it/s, v_num=0]
Epoch 152: 55%|ββββββ | 12/22 [00:00<00:00, 153.75it/s, v_num=0]
Epoch 152: 59%|ββββββ | 13/22 [00:00<00:00, 157.91it/s, v_num=0]
Epoch 152: 59%|ββββββ | 13/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 152: 64%|βββββββ | 14/22 [00:00<00:00, 156.26it/s, v_num=0]
Epoch 152: 64%|βββββββ | 14/22 [00:00<00:00, 154.88it/s, v_num=0]
Epoch 152: 68%|βββββββ | 15/22 [00:00<00:00, 158.01it/s, v_num=0]
Epoch 152: 68%|βββββββ | 15/22 [00:00<00:00, 154.18it/s, v_num=0]
Epoch 152: 73%|ββββββββ | 16/22 [00:00<00:00, 157.66it/s, v_num=0]
Epoch 152: 73%|ββββββββ | 16/22 [00:00<00:00, 156.41it/s, v_num=0]
Epoch 152: 77%|ββββββββ | 17/22 [00:00<00:00, 158.64it/s, v_num=0]
Epoch 152: 77%|ββββββββ | 17/22 [00:00<00:00, 157.39it/s, v_num=0]
Epoch 152: 82%|βββββββββ | 18/22 [00:00<00:00, 159.27it/s, v_num=0]
Epoch 152: 82%|βββββββββ | 18/22 [00:00<00:00, 157.93it/s, v_num=0]
Epoch 152: 86%|βββββββββ | 19/22 [00:00<00:00, 160.39it/s, v_num=0]
Epoch 152: 86%|βββββββββ | 19/22 [00:00<00:00, 157.57it/s, v_num=0]
Epoch 152: 91%|βββββββββ | 20/22 [00:00<00:00, 156.60it/s, v_num=0]
Epoch 152: 91%|βββββββββ | 20/22 [00:00<00:00, 155.29it/s, v_num=0]
Epoch 152: 95%|ββββββββββ| 21/22 [00:00<00:00, 155.75it/s, v_num=0]
Epoch 152: 95%|ββββββββββ| 21/22 [00:00<00:00, 153.30it/s, v_num=0]
Epoch 152: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.87it/s, v_num=0]
Epoch 152: 100%|ββββββββββ| 22/22 [00:00<00:00, 153.12it/s, v_num=0]
Epoch 152: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.74it/s, v_num=0]
Epoch 152: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 153: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 153: 5%|β | 1/22 [00:00<00:00, 187.10it/s, v_num=0]
Epoch 153: 5%|β | 1/22 [00:00<00:00, 132.02it/s, v_num=0]
Epoch 153: 9%|β | 2/22 [00:00<00:00, 171.99it/s, v_num=0]
Epoch 153: 9%|β | 2/22 [00:00<00:00, 159.54it/s, v_num=0]
Epoch 153: 14%|ββ | 3/22 [00:00<00:00, 176.01it/s, v_num=0]
Epoch 153: 14%|ββ | 3/22 [00:00<00:00, 164.51it/s, v_num=0]
Epoch 153: 18%|ββ | 4/22 [00:00<00:00, 169.48it/s, v_num=0]
Epoch 153: 18%|ββ | 4/22 [00:00<00:00, 163.39it/s, v_num=0]
Epoch 153: 23%|βββ | 5/22 [00:00<00:00, 171.21it/s, v_num=0]
Epoch 153: 23%|βββ | 5/22 [00:00<00:00, 165.93it/s, v_num=0]
Epoch 153: 27%|βββ | 6/22 [00:00<00:00, 177.29it/s, v_num=0]
Epoch 153: 27%|βββ | 6/22 [00:00<00:00, 173.32it/s, v_num=0]
Epoch 153: 32%|ββββ | 7/22 [00:00<00:00, 182.18it/s, v_num=0]
Epoch 153: 32%|ββββ | 7/22 [00:00<00:00, 178.58it/s, v_num=0]
Epoch 153: 36%|ββββ | 8/22 [00:00<00:00, 179.72it/s, v_num=0]
Epoch 153: 36%|ββββ | 8/22 [00:00<00:00, 176.39it/s, v_num=0]
Epoch 153: 41%|ββββ | 9/22 [00:00<00:00, 178.70it/s, v_num=0]
Epoch 153: 41%|ββββ | 9/22 [00:00<00:00, 175.97it/s, v_num=0]
Epoch 153: 45%|βββββ | 10/22 [00:00<00:00, 179.48it/s, v_num=0]
Epoch 153: 45%|βββββ | 10/22 [00:00<00:00, 173.17it/s, v_num=0]
Epoch 153: 50%|βββββ | 11/22 [00:00<00:00, 177.77it/s, v_num=0]
Epoch 153: 50%|βββββ | 11/22 [00:00<00:00, 171.95it/s, v_num=0]
Epoch 153: 55%|ββββββ | 12/22 [00:00<00:00, 175.38it/s, v_num=0]
Epoch 153: 55%|ββββββ | 12/22 [00:00<00:00, 173.34it/s, v_num=0]
Epoch 153: 59%|ββββββ | 13/22 [00:00<00:00, 173.29it/s, v_num=0]
Epoch 153: 59%|ββββββ | 13/22 [00:00<00:00, 171.29it/s, v_num=0]
Epoch 153: 64%|βββββββ | 14/22 [00:00<00:00, 173.17it/s, v_num=0]
Epoch 153: 64%|βββββββ | 14/22 [00:00<00:00, 168.70it/s, v_num=0]
Epoch 153: 68%|βββββββ | 15/22 [00:00<00:00, 171.71it/s, v_num=0]
Epoch 153: 68%|βββββββ | 15/22 [00:00<00:00, 166.97it/s, v_num=0]
Epoch 153: 73%|ββββββββ | 16/22 [00:00<00:00, 168.93it/s, v_num=0]
Epoch 153: 73%|ββββββββ | 16/22 [00:00<00:00, 167.41it/s, v_num=0]
Epoch 153: 77%|ββββββββ | 17/22 [00:00<00:00, 167.06it/s, v_num=0]
Epoch 153: 77%|ββββββββ | 17/22 [00:00<00:00, 165.46it/s, v_num=0]
Epoch 153: 82%|βββββββββ | 18/22 [00:00<00:00, 166.28it/s, v_num=0]
Epoch 153: 82%|βββββββββ | 18/22 [00:00<00:00, 163.99it/s, v_num=0]
Epoch 153: 86%|βββββββββ | 19/22 [00:00<00:00, 167.78it/s, v_num=0]
Epoch 153: 86%|βββββββββ | 19/22 [00:00<00:00, 166.42it/s, v_num=0]
Epoch 153: 91%|βββββββββ | 20/22 [00:00<00:00, 167.33it/s, v_num=0]
Epoch 153: 91%|βββββββββ | 20/22 [00:00<00:00, 165.88it/s, v_num=0]
Epoch 153: 95%|ββββββββββ| 21/22 [00:00<00:00, 167.05it/s, v_num=0]
Epoch 153: 95%|ββββββββββ| 21/22 [00:00<00:00, 165.84it/s, v_num=0]
Epoch 153: 100%|ββββββββββ| 22/22 [00:00<00:00, 167.08it/s, v_num=0]
Epoch 153: 100%|ββββββββββ| 22/22 [00:00<00:00, 165.99it/s, v_num=0]
Epoch 153: 100%|ββββββββββ| 22/22 [00:00<00:00, 163.16it/s, v_num=0]
Epoch 153: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 154: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 154: 5%|β | 1/22 [00:00<00:00, 212.59it/s, v_num=0]
Epoch 154: 5%|β | 1/22 [00:00<00:00, 172.10it/s, v_num=0]
Epoch 154: 9%|β | 2/22 [00:00<00:00, 185.88it/s, v_num=0]
Epoch 154: 9%|β | 2/22 [00:00<00:00, 166.05it/s, v_num=0]
Epoch 154: 14%|ββ | 3/22 [00:00<00:00, 159.66it/s, v_num=0]
Epoch 154: 14%|ββ | 3/22 [00:00<00:00, 152.49it/s, v_num=0]
Epoch 154: 18%|ββ | 4/22 [00:00<00:00, 162.81it/s, v_num=0]
Epoch 154: 18%|ββ | 4/22 [00:00<00:00, 150.96it/s, v_num=0]
Epoch 154: 23%|βββ | 5/22 [00:00<00:00, 158.00it/s, v_num=0]
Epoch 154: 23%|βββ | 5/22 [00:00<00:00, 153.94it/s, v_num=0]
Epoch 154: 27%|βββ | 6/22 [00:00<00:00, 159.75it/s, v_num=0]
Epoch 154: 27%|βββ | 6/22 [00:00<00:00, 155.08it/s, v_num=0]
Epoch 154: 32%|ββββ | 7/22 [00:00<00:00, 163.94it/s, v_num=0]
Epoch 154: 32%|ββββ | 7/22 [00:00<00:00, 159.70it/s, v_num=0]
Epoch 154: 36%|ββββ | 8/22 [00:00<00:00, 167.06it/s, v_num=0]
Epoch 154: 36%|ββββ | 8/22 [00:00<00:00, 157.89it/s, v_num=0]
Epoch 154: 41%|ββββ | 9/22 [00:00<00:00, 162.48it/s, v_num=0]
Epoch 154: 41%|ββββ | 9/22 [00:00<00:00, 158.96it/s, v_num=0]
Epoch 154: 45%|βββββ | 10/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 154: 45%|βββββ | 10/22 [00:00<00:00, 161.27it/s, v_num=0]
Epoch 154: 50%|βββββ | 11/22 [00:00<00:00, 167.42it/s, v_num=0]
Epoch 154: 50%|βββββ | 11/22 [00:00<00:00, 164.46it/s, v_num=0]
Epoch 154: 55%|ββββββ | 12/22 [00:00<00:00, 169.32it/s, v_num=0]
Epoch 154: 55%|ββββββ | 12/22 [00:00<00:00, 166.55it/s, v_num=0]
Epoch 154: 59%|ββββββ | 13/22 [00:00<00:00, 165.90it/s, v_num=0]
Epoch 154: 59%|ββββββ | 13/22 [00:00<00:00, 162.81it/s, v_num=0]
Epoch 154: 64%|βββββββ | 14/22 [00:00<00:00, 167.50it/s, v_num=0]
Epoch 154: 64%|βββββββ | 14/22 [00:00<00:00, 165.06it/s, v_num=0]
Epoch 154: 68%|βββββββ | 15/22 [00:00<00:00, 168.90it/s, v_num=0]
Epoch 154: 68%|βββββββ | 15/22 [00:00<00:00, 166.45it/s, v_num=0]
Epoch 154: 73%|ββββββββ | 16/22 [00:00<00:00, 169.79it/s, v_num=0]
Epoch 154: 73%|ββββββββ | 16/22 [00:00<00:00, 167.58it/s, v_num=0]
Epoch 154: 77%|ββββββββ | 17/22 [00:00<00:00, 171.62it/s, v_num=0]
Epoch 154: 77%|ββββββββ | 17/22 [00:00<00:00, 169.39it/s, v_num=0]
Epoch 154: 82%|βββββββββ | 18/22 [00:00<00:00, 173.12it/s, v_num=0]
Epoch 154: 82%|βββββββββ | 18/22 [00:00<00:00, 171.16it/s, v_num=0]
Epoch 154: 86%|βββββββββ | 19/22 [00:00<00:00, 174.10it/s, v_num=0]
Epoch 154: 86%|βββββββββ | 19/22 [00:00<00:00, 172.12it/s, v_num=0]
Epoch 154: 91%|βββββββββ | 20/22 [00:00<00:00, 175.43it/s, v_num=0]
Epoch 154: 91%|βββββββββ | 20/22 [00:00<00:00, 173.63it/s, v_num=0]
Epoch 154: 95%|ββββββββββ| 21/22 [00:00<00:00, 176.67it/s, v_num=0]
Epoch 154: 95%|ββββββββββ| 21/22 [00:00<00:00, 174.80it/s, v_num=0]
Epoch 154: 100%|ββββββββββ| 22/22 [00:00<00:00, 177.48it/s, v_num=0]
Epoch 154: 100%|ββββββββββ| 22/22 [00:00<00:00, 175.84it/s, v_num=0]
Epoch 154: 100%|ββββββββββ| 22/22 [00:00<00:00, 174.15it/s, v_num=0]
Epoch 154: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 155: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 155: 5%|β | 1/22 [00:00<00:00, 211.79it/s, v_num=0]
Epoch 155: 5%|β | 1/22 [00:00<00:00, 170.40it/s, v_num=0]
Epoch 155: 9%|β | 2/22 [00:00<00:00, 206.65it/s, v_num=0]
Epoch 155: 9%|β | 2/22 [00:00<00:00, 182.38it/s, v_num=0]
Epoch 155: 14%|ββ | 3/22 [00:00<00:00, 204.46it/s, v_num=0]
Epoch 155: 14%|ββ | 3/22 [00:00<00:00, 189.72it/s, v_num=0]
Epoch 155: 18%|ββ | 4/22 [00:00<00:00, 204.42it/s, v_num=0]
Epoch 155: 18%|ββ | 4/22 [00:00<00:00, 173.13it/s, v_num=0]
Epoch 155: 23%|βββ | 5/22 [00:00<00:00, 173.46it/s, v_num=0]
Epoch 155: 23%|βββ | 5/22 [00:00<00:00, 160.47it/s, v_num=0]
Epoch 155: 27%|βββ | 6/22 [00:00<00:00, 166.54it/s, v_num=0]
Epoch 155: 27%|βββ | 6/22 [00:00<00:00, 162.81it/s, v_num=0]
Epoch 155: 32%|ββββ | 7/22 [00:00<00:00, 164.46it/s, v_num=0]
Epoch 155: 32%|ββββ | 7/22 [00:00<00:00, 157.56it/s, v_num=0]
Epoch 155: 36%|ββββ | 8/22 [00:00<00:00, 163.18it/s, v_num=0]
Epoch 155: 36%|ββββ | 8/22 [00:00<00:00, 155.78it/s, v_num=0]
Epoch 155: 41%|ββββ | 9/22 [00:00<00:00, 162.40it/s, v_num=0]
Epoch 155: 41%|ββββ | 9/22 [00:00<00:00, 159.56it/s, v_num=0]
Epoch 155: 45%|βββββ | 10/22 [00:00<00:00, 161.69it/s, v_num=0]
Epoch 155: 45%|βββββ | 10/22 [00:00<00:00, 156.74it/s, v_num=0]
Epoch 155: 50%|βββββ | 11/22 [00:00<00:00, 160.67it/s, v_num=0]
Epoch 155: 50%|βββββ | 11/22 [00:00<00:00, 158.39it/s, v_num=0]
Epoch 155: 55%|ββββββ | 12/22 [00:00<00:00, 158.85it/s, v_num=0]
Epoch 155: 55%|ββββββ | 12/22 [00:00<00:00, 155.70it/s, v_num=0]
Epoch 155: 59%|ββββββ | 13/22 [00:00<00:00, 157.23it/s, v_num=0]
Epoch 155: 59%|ββββββ | 13/22 [00:00<00:00, 155.68it/s, v_num=0]
Epoch 155: 64%|βββββββ | 14/22 [00:00<00:00, 160.32it/s, v_num=0]
Epoch 155: 64%|βββββββ | 14/22 [00:00<00:00, 158.29it/s, v_num=0]
Epoch 155: 68%|βββββββ | 15/22 [00:00<00:00, 162.27it/s, v_num=0]
Epoch 155: 68%|βββββββ | 15/22 [00:00<00:00, 160.26it/s, v_num=0]
Epoch 155: 73%|ββββββββ | 16/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 155: 73%|ββββββββ | 16/22 [00:00<00:00, 162.72it/s, v_num=0]
Epoch 155: 77%|ββββββββ | 17/22 [00:00<00:00, 166.12it/s, v_num=0]
Epoch 155: 77%|ββββββββ | 17/22 [00:00<00:00, 164.22it/s, v_num=0]
Epoch 155: 82%|βββββββββ | 18/22 [00:00<00:00, 167.42it/s, v_num=0]
Epoch 155: 82%|βββββββββ | 18/22 [00:00<00:00, 165.65it/s, v_num=0]
Epoch 155: 86%|βββββββββ | 19/22 [00:00<00:00, 169.06it/s, v_num=0]
Epoch 155: 86%|βββββββββ | 19/22 [00:00<00:00, 165.68it/s, v_num=0]
Epoch 155: 91%|βββββββββ | 20/22 [00:00<00:00, 168.73it/s, v_num=0]
Epoch 155: 91%|βββββββββ | 20/22 [00:00<00:00, 167.07it/s, v_num=0]
Epoch 155: 95%|ββββββββββ| 21/22 [00:00<00:00, 168.11it/s, v_num=0]
Epoch 155: 95%|ββββββββββ| 21/22 [00:00<00:00, 166.32it/s, v_num=0]
Epoch 155: 100%|ββββββββββ| 22/22 [00:00<00:00, 168.91it/s, v_num=0]
Epoch 155: 100%|ββββββββββ| 22/22 [00:00<00:00, 166.57it/s, v_num=0]
Epoch 155: 100%|ββββββββββ| 22/22 [00:00<00:00, 163.16it/s, v_num=0]
Epoch 155: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 156: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 156: 5%|β | 1/22 [00:00<00:00, 211.73it/s, v_num=0]
Epoch 156: 5%|β | 1/22 [00:00<00:00, 169.09it/s, v_num=0]
Epoch 156: 9%|β | 2/22 [00:00<00:00, 210.25it/s, v_num=0]
Epoch 156: 9%|β | 2/22 [00:00<00:00, 183.46it/s, v_num=0]
Epoch 156: 14%|ββ | 3/22 [00:00<00:00, 197.86it/s, v_num=0]
Epoch 156: 14%|ββ | 3/22 [00:00<00:00, 183.09it/s, v_num=0]
Epoch 156: 18%|ββ | 4/22 [00:00<00:00, 201.36it/s, v_num=0]
Epoch 156: 18%|ββ | 4/22 [00:00<00:00, 190.83it/s, v_num=0]
Epoch 156: 23%|βββ | 5/22 [00:00<00:00, 203.30it/s, v_num=0]
Epoch 156: 23%|βββ | 5/22 [00:00<00:00, 194.02it/s, v_num=0]
Epoch 156: 27%|βββ | 6/22 [00:00<00:00, 202.61it/s, v_num=0]
Epoch 156: 27%|βββ | 6/22 [00:00<00:00, 194.41it/s, v_num=0]
Epoch 156: 32%|ββββ | 7/22 [00:00<00:00, 203.37it/s, v_num=0]
Epoch 156: 32%|ββββ | 7/22 [00:00<00:00, 196.95it/s, v_num=0]
Epoch 156: 36%|ββββ | 8/22 [00:00<00:00, 205.34it/s, v_num=0]
Epoch 156: 36%|ββββ | 8/22 [00:00<00:00, 199.74it/s, v_num=0]
Epoch 156: 41%|ββββ | 9/22 [00:00<00:00, 205.85it/s, v_num=0]
Epoch 156: 41%|ββββ | 9/22 [00:00<00:00, 200.96it/s, v_num=0]
Epoch 156: 45%|βββββ | 10/22 [00:00<00:00, 206.13it/s, v_num=0]
Epoch 156: 45%|βββββ | 10/22 [00:00<00:00, 201.52it/s, v_num=0]
Epoch 156: 50%|βββββ | 11/22 [00:00<00:00, 206.39it/s, v_num=0]
Epoch 156: 50%|βββββ | 11/22 [00:00<00:00, 201.98it/s, v_num=0]
Epoch 156: 55%|ββββββ | 12/22 [00:00<00:00, 206.60it/s, v_num=0]
Epoch 156: 55%|ββββββ | 12/22 [00:00<00:00, 202.71it/s, v_num=0]
Epoch 156: 59%|ββββββ | 13/22 [00:00<00:00, 205.96it/s, v_num=0]
Epoch 156: 59%|ββββββ | 13/22 [00:00<00:00, 202.24it/s, v_num=0]
Epoch 156: 64%|βββββββ | 14/22 [00:00<00:00, 205.71it/s, v_num=0]
Epoch 156: 64%|βββββββ | 14/22 [00:00<00:00, 202.56it/s, v_num=0]
Epoch 156: 68%|βββββββ | 15/22 [00:00<00:00, 205.82it/s, v_num=0]
Epoch 156: 68%|βββββββ | 15/22 [00:00<00:00, 202.43it/s, v_num=0]
Epoch 156: 73%|ββββββββ | 16/22 [00:00<00:00, 205.37it/s, v_num=0]
Epoch 156: 73%|ββββββββ | 16/22 [00:00<00:00, 201.70it/s, v_num=0]
Epoch 156: 77%|ββββββββ | 17/22 [00:00<00:00, 202.57it/s, v_num=0]
Epoch 156: 77%|ββββββββ | 17/22 [00:00<00:00, 199.56it/s, v_num=0]
Epoch 156: 82%|βββββββββ | 18/22 [00:00<00:00, 201.46it/s, v_num=0]
Epoch 156: 82%|βββββββββ | 18/22 [00:00<00:00, 198.86it/s, v_num=0]
Epoch 156: 86%|βββββββββ | 19/22 [00:00<00:00, 196.78it/s, v_num=0]
Epoch 156: 86%|βββββββββ | 19/22 [00:00<00:00, 194.30it/s, v_num=0]
Epoch 156: 91%|βββββββββ | 20/22 [00:00<00:00, 196.94it/s, v_num=0]
Epoch 156: 91%|βββββββββ | 20/22 [00:00<00:00, 194.71it/s, v_num=0]
Epoch 156: 95%|ββββββββββ| 21/22 [00:00<00:00, 196.95it/s, v_num=0]
Epoch 156: 95%|ββββββββββ| 21/22 [00:00<00:00, 194.95it/s, v_num=0]
Epoch 156: 100%|ββββββββββ| 22/22 [00:00<00:00, 197.40it/s, v_num=0]
Epoch 156: 100%|ββββββββββ| 22/22 [00:00<00:00, 195.46it/s, v_num=0]
Epoch 156: 100%|ββββββββββ| 22/22 [00:00<00:00, 193.29it/s, v_num=0]
Epoch 156: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 157: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 157: 5%|β | 1/22 [00:00<00:00, 225.13it/s, v_num=0]
Epoch 157: 5%|β | 1/22 [00:00<00:00, 179.21it/s, v_num=0]
Epoch 157: 9%|β | 2/22 [00:00<00:00, 208.35it/s, v_num=0]
Epoch 157: 9%|β | 2/22 [00:00<00:00, 185.51it/s, v_num=0]
Epoch 157: 14%|ββ | 3/22 [00:00<00:00, 191.57it/s, v_num=0]
Epoch 157: 14%|ββ | 3/22 [00:00<00:00, 174.12it/s, v_num=0]
Epoch 157: 18%|ββ | 4/22 [00:00<00:00, 183.26it/s, v_num=0]
Epoch 157: 18%|ββ | 4/22 [00:00<00:00, 171.68it/s, v_num=0]
Epoch 157: 23%|βββ | 5/22 [00:00<00:00, 173.12it/s, v_num=0]
Epoch 157: 23%|βββ | 5/22 [00:00<00:00, 160.29it/s, v_num=0]
Epoch 157: 27%|βββ | 6/22 [00:00<00:00, 163.90it/s, v_num=0]
Epoch 157: 27%|βββ | 6/22 [00:00<00:00, 155.48it/s, v_num=0]
Epoch 157: 32%|ββββ | 7/22 [00:00<00:00, 158.55it/s, v_num=0]
Epoch 157: 32%|ββββ | 7/22 [00:00<00:00, 155.35it/s, v_num=0]
Epoch 157: 36%|ββββ | 8/22 [00:00<00:00, 158.19it/s, v_num=0]
Epoch 157: 36%|ββββ | 8/22 [00:00<00:00, 154.64it/s, v_num=0]
Epoch 157: 41%|ββββ | 9/22 [00:00<00:00, 162.85it/s, v_num=0]
Epoch 157: 41%|ββββ | 9/22 [00:00<00:00, 158.07it/s, v_num=0]
Epoch 157: 45%|βββββ | 10/22 [00:00<00:00, 164.72it/s, v_num=0]
Epoch 157: 45%|βββββ | 10/22 [00:00<00:00, 161.53it/s, v_num=0]
Epoch 157: 50%|βββββ | 11/22 [00:00<00:00, 167.65it/s, v_num=0]
Epoch 157: 50%|βββββ | 11/22 [00:00<00:00, 161.97it/s, v_num=0]
Epoch 157: 55%|ββββββ | 12/22 [00:00<00:00, 167.17it/s, v_num=0]
Epoch 157: 55%|ββββββ | 12/22 [00:00<00:00, 163.52it/s, v_num=0]
Epoch 157: 59%|ββββββ | 13/22 [00:00<00:00, 168.64it/s, v_num=0]
Epoch 157: 59%|ββββββ | 13/22 [00:00<00:00, 166.08it/s, v_num=0]
Epoch 157: 64%|βββββββ | 14/22 [00:00<00:00, 171.07it/s, v_num=0]
Epoch 157: 64%|βββββββ | 14/22 [00:00<00:00, 168.79it/s, v_num=0]
Epoch 157: 68%|βββββββ | 15/22 [00:00<00:00, 173.85it/s, v_num=0]
Epoch 157: 68%|βββββββ | 15/22 [00:00<00:00, 171.27it/s, v_num=0]
Epoch 157: 73%|ββββββββ | 16/22 [00:00<00:00, 175.48it/s, v_num=0]
Epoch 157: 73%|ββββββββ | 16/22 [00:00<00:00, 173.32it/s, v_num=0]
Epoch 157: 77%|ββββββββ | 17/22 [00:00<00:00, 176.84it/s, v_num=0]
Epoch 157: 77%|ββββββββ | 17/22 [00:00<00:00, 174.61it/s, v_num=0]
Epoch 157: 82%|βββββββββ | 18/22 [00:00<00:00, 178.49it/s, v_num=0]
Epoch 157: 82%|βββββββββ | 18/22 [00:00<00:00, 176.57it/s, v_num=0]
Epoch 157: 86%|βββββββββ | 19/22 [00:00<00:00, 179.81it/s, v_num=0]
Epoch 157: 86%|βββββββββ | 19/22 [00:00<00:00, 177.93it/s, v_num=0]
Epoch 157: 91%|βββββββββ | 20/22 [00:00<00:00, 181.04it/s, v_num=0]
Epoch 157: 91%|βββββββββ | 20/22 [00:00<00:00, 179.29it/s, v_num=0]
Epoch 157: 95%|ββββββββββ| 21/22 [00:00<00:00, 181.96it/s, v_num=0]
Epoch 157: 95%|ββββββββββ| 21/22 [00:00<00:00, 180.08it/s, v_num=0]
Epoch 157: 100%|ββββββββββ| 22/22 [00:00<00:00, 181.99it/s, v_num=0]
Epoch 157: 100%|ββββββββββ| 22/22 [00:00<00:00, 180.15it/s, v_num=0]
Epoch 157: 100%|ββββββββββ| 22/22 [00:00<00:00, 178.53it/s, v_num=0]
Epoch 157: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 158: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 158: 5%|β | 1/22 [00:00<00:00, 212.92it/s, v_num=0]
Epoch 158: 5%|β | 1/22 [00:00<00:00, 171.61it/s, v_num=0]
Epoch 158: 9%|β | 2/22 [00:00<00:00, 202.56it/s, v_num=0]
Epoch 158: 9%|β | 2/22 [00:00<00:00, 179.72it/s, v_num=0]
Epoch 158: 14%|ββ | 3/22 [00:00<00:00, 202.14it/s, v_num=0]
Epoch 158: 14%|ββ | 3/22 [00:00<00:00, 187.46it/s, v_num=0]
Epoch 158: 18%|ββ | 4/22 [00:00<00:00, 203.26it/s, v_num=0]
Epoch 158: 18%|ββ | 4/22 [00:00<00:00, 189.74it/s, v_num=0]
Epoch 158: 23%|βββ | 5/22 [00:00<00:00, 200.83it/s, v_num=0]
Epoch 158: 23%|βββ | 5/22 [00:00<00:00, 192.51it/s, v_num=0]
Epoch 158: 27%|βββ | 6/22 [00:00<00:00, 197.21it/s, v_num=0]
Epoch 158: 27%|βββ | 6/22 [00:00<00:00, 188.56it/s, v_num=0]
Epoch 158: 32%|ββββ | 7/22 [00:00<00:00, 196.99it/s, v_num=0]
Epoch 158: 32%|ββββ | 7/22 [00:00<00:00, 191.17it/s, v_num=0]
Epoch 158: 36%|ββββ | 8/22 [00:00<00:00, 190.42it/s, v_num=0]
Epoch 158: 36%|ββββ | 8/22 [00:00<00:00, 185.17it/s, v_num=0]
Epoch 158: 41%|ββββ | 9/22 [00:00<00:00, 189.88it/s, v_num=0]
Epoch 158: 41%|ββββ | 9/22 [00:00<00:00, 185.56it/s, v_num=0]
Epoch 158: 45%|βββββ | 10/22 [00:00<00:00, 187.09it/s, v_num=0]
Epoch 158: 45%|βββββ | 10/22 [00:00<00:00, 183.15it/s, v_num=0]
Epoch 158: 50%|βββββ | 11/22 [00:00<00:00, 188.47it/s, v_num=0]
Epoch 158: 50%|βββββ | 11/22 [00:00<00:00, 184.66it/s, v_num=0]
Epoch 158: 55%|ββββββ | 12/22 [00:00<00:00, 188.48it/s, v_num=0]
Epoch 158: 55%|ββββββ | 12/22 [00:00<00:00, 185.33it/s, v_num=0]
Epoch 158: 59%|ββββββ | 13/22 [00:00<00:00, 190.61it/s, v_num=0]
Epoch 158: 59%|ββββββ | 13/22 [00:00<00:00, 187.41it/s, v_num=0]
Epoch 158: 64%|βββββββ | 14/22 [00:00<00:00, 189.65it/s, v_num=0]
Epoch 158: 64%|βββββββ | 14/22 [00:00<00:00, 186.77it/s, v_num=0]
Epoch 158: 68%|βββββββ | 15/22 [00:00<00:00, 190.66it/s, v_num=0]
Epoch 158: 68%|βββββββ | 15/22 [00:00<00:00, 188.00it/s, v_num=0]
Epoch 158: 73%|ββββββββ | 16/22 [00:00<00:00, 191.61it/s, v_num=0]
Epoch 158: 73%|ββββββββ | 16/22 [00:00<00:00, 188.93it/s, v_num=0]
Epoch 158: 77%|ββββββββ | 17/22 [00:00<00:00, 192.55it/s, v_num=0]
Epoch 158: 77%|ββββββββ | 17/22 [00:00<00:00, 190.01it/s, v_num=0]
Epoch 158: 82%|βββββββββ | 18/22 [00:00<00:00, 192.35it/s, v_num=0]
Epoch 158: 82%|βββββββββ | 18/22 [00:00<00:00, 190.02it/s, v_num=0]
Epoch 158: 86%|βββββββββ | 19/22 [00:00<00:00, 193.19it/s, v_num=0]
Epoch 158: 86%|βββββββββ | 19/22 [00:00<00:00, 191.12it/s, v_num=0]
Epoch 158: 91%|βββββββββ | 20/22 [00:00<00:00, 192.91it/s, v_num=0]
Epoch 158: 91%|βββββββββ | 20/22 [00:00<00:00, 189.45it/s, v_num=0]
Epoch 158: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.15it/s, v_num=0]
Epoch 158: 95%|ββββββββββ| 21/22 [00:00<00:00, 189.11it/s, v_num=0]
Epoch 158: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.62it/s, v_num=0]
Epoch 158: 100%|ββββββββββ| 22/22 [00:00<00:00, 189.85it/s, v_num=0]
Epoch 158: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.79it/s, v_num=0]
Epoch 158: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 159: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 159: 5%|β | 1/22 [00:00<00:00, 198.87it/s, v_num=0]
Epoch 159: 5%|β | 1/22 [00:00<00:00, 158.12it/s, v_num=0]
Epoch 159: 9%|β | 2/22 [00:00<00:00, 200.39it/s, v_num=0]
Epoch 159: 9%|β | 2/22 [00:00<00:00, 178.52it/s, v_num=0]
Epoch 159: 14%|ββ | 3/22 [00:00<00:00, 170.66it/s, v_num=0]
Epoch 159: 14%|ββ | 3/22 [00:00<00:00, 160.39it/s, v_num=0]
Epoch 159: 18%|ββ | 4/22 [00:00<00:00, 178.42it/s, v_num=0]
Epoch 159: 18%|ββ | 4/22 [00:00<00:00, 170.31it/s, v_num=0]
Epoch 159: 23%|βββ | 5/22 [00:00<00:00, 184.81it/s, v_num=0]
Epoch 159: 23%|βββ | 5/22 [00:00<00:00, 177.37it/s, v_num=0]
Epoch 159: 27%|βββ | 6/22 [00:00<00:00, 178.44it/s, v_num=0]
Epoch 159: 27%|βββ | 6/22 [00:00<00:00, 171.88it/s, v_num=0]
Epoch 159: 32%|ββββ | 7/22 [00:00<00:00, 181.46it/s, v_num=0]
Epoch 159: 32%|ββββ | 7/22 [00:00<00:00, 176.52it/s, v_num=0]
Epoch 159: 36%|ββββ | 8/22 [00:00<00:00, 184.23it/s, v_num=0]
Epoch 159: 36%|ββββ | 8/22 [00:00<00:00, 179.49it/s, v_num=0]
Epoch 159: 41%|ββββ | 9/22 [00:00<00:00, 186.47it/s, v_num=0]
Epoch 159: 41%|ββββ | 9/22 [00:00<00:00, 181.82it/s, v_num=0]
Epoch 159: 45%|βββββ | 10/22 [00:00<00:00, 187.43it/s, v_num=0]
Epoch 159: 45%|βββββ | 10/22 [00:00<00:00, 183.47it/s, v_num=0]
Epoch 159: 50%|βββββ | 11/22 [00:00<00:00, 189.98it/s, v_num=0]
Epoch 159: 50%|βββββ | 11/22 [00:00<00:00, 186.38it/s, v_num=0]
Epoch 159: 55%|ββββββ | 12/22 [00:00<00:00, 187.51it/s, v_num=0]
Epoch 159: 55%|ββββββ | 12/22 [00:00<00:00, 184.20it/s, v_num=0]
Epoch 159: 59%|ββββββ | 13/22 [00:00<00:00, 189.58it/s, v_num=0]
Epoch 159: 59%|ββββββ | 13/22 [00:00<00:00, 186.67it/s, v_num=0]
Epoch 159: 64%|βββββββ | 14/22 [00:00<00:00, 189.55it/s, v_num=0]
Epoch 159: 64%|βββββββ | 14/22 [00:00<00:00, 186.75it/s, v_num=0]
Epoch 159: 68%|βββββββ | 15/22 [00:00<00:00, 191.05it/s, v_num=0]
Epoch 159: 68%|βββββββ | 15/22 [00:00<00:00, 188.45it/s, v_num=0]
Epoch 159: 73%|ββββββββ | 16/22 [00:00<00:00, 192.11it/s, v_num=0]
Epoch 159: 73%|ββββββββ | 16/22 [00:00<00:00, 189.49it/s, v_num=0]
Epoch 159: 77%|ββββββββ | 17/22 [00:00<00:00, 192.63it/s, v_num=0]
Epoch 159: 77%|ββββββββ | 17/22 [00:00<00:00, 190.08it/s, v_num=0]
Epoch 159: 82%|βββββββββ | 18/22 [00:00<00:00, 192.08it/s, v_num=0]
Epoch 159: 82%|βββββββββ | 18/22 [00:00<00:00, 189.78it/s, v_num=0]
Epoch 159: 86%|βββββββββ | 19/22 [00:00<00:00, 193.30it/s, v_num=0]
Epoch 159: 86%|βββββββββ | 19/22 [00:00<00:00, 191.13it/s, v_num=0]
Epoch 159: 91%|βββββββββ | 20/22 [00:00<00:00, 193.85it/s, v_num=0]
Epoch 159: 91%|βββββββββ | 20/22 [00:00<00:00, 191.54it/s, v_num=0]
Epoch 159: 95%|ββββββββββ| 21/22 [00:00<00:00, 194.06it/s, v_num=0]
Epoch 159: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.71it/s, v_num=0]
Epoch 159: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.52it/s, v_num=0]
Epoch 159: 100%|ββββββββββ| 22/22 [00:00<00:00, 190.43it/s, v_num=0]
Epoch 159: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.32it/s, v_num=0]
Epoch 159: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 160: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 160: 5%|β | 1/22 [00:00<00:00, 194.89it/s, v_num=0]
Epoch 160: 5%|β | 1/22 [00:00<00:00, 157.41it/s, v_num=0]
Epoch 160: 9%|β | 2/22 [00:00<00:00, 200.08it/s, v_num=0]
Epoch 160: 9%|β | 2/22 [00:00<00:00, 162.18it/s, v_num=0]
Epoch 160: 14%|ββ | 3/22 [00:00<00:00, 180.15it/s, v_num=0]
Epoch 160: 14%|ββ | 3/22 [00:00<00:00, 166.61it/s, v_num=0]
Epoch 160: 18%|ββ | 4/22 [00:00<00:00, 180.59it/s, v_num=0]
Epoch 160: 18%|ββ | 4/22 [00:00<00:00, 171.40it/s, v_num=0]
Epoch 160: 23%|βββ | 5/22 [00:00<00:00, 186.82it/s, v_num=0]
Epoch 160: 23%|βββ | 5/22 [00:00<00:00, 178.90it/s, v_num=0]
Epoch 160: 27%|βββ | 6/22 [00:00<00:00, 190.63it/s, v_num=0]
Epoch 160: 27%|βββ | 6/22 [00:00<00:00, 183.71it/s, v_num=0]
Epoch 160: 32%|ββββ | 7/22 [00:00<00:00, 191.47it/s, v_num=0]
Epoch 160: 32%|ββββ | 7/22 [00:00<00:00, 185.41it/s, v_num=0]
Epoch 160: 36%|ββββ | 8/22 [00:00<00:00, 194.03it/s, v_num=0]
Epoch 160: 36%|ββββ | 8/22 [00:00<00:00, 188.66it/s, v_num=0]
Epoch 160: 41%|ββββ | 9/22 [00:00<00:00, 194.73it/s, v_num=0]
Epoch 160: 41%|ββββ | 9/22 [00:00<00:00, 189.69it/s, v_num=0]
Epoch 160: 45%|βββββ | 10/22 [00:00<00:00, 196.44it/s, v_num=0]
Epoch 160: 45%|βββββ | 10/22 [00:00<00:00, 192.01it/s, v_num=0]
Epoch 160: 50%|βββββ | 11/22 [00:00<00:00, 195.46it/s, v_num=0]
Epoch 160: 50%|βββββ | 11/22 [00:00<00:00, 191.45it/s, v_num=0]
Epoch 160: 55%|ββββββ | 12/22 [00:00<00:00, 196.77it/s, v_num=0]
Epoch 160: 55%|ββββββ | 12/22 [00:00<00:00, 193.05it/s, v_num=0]
Epoch 160: 59%|ββββββ | 13/22 [00:00<00:00, 196.41it/s, v_num=0]
Epoch 160: 59%|ββββββ | 13/22 [00:00<00:00, 192.97it/s, v_num=0]
Epoch 160: 64%|βββββββ | 14/22 [00:00<00:00, 195.67it/s, v_num=0]
Epoch 160: 64%|βββββββ | 14/22 [00:00<00:00, 192.52it/s, v_num=0]
Epoch 160: 68%|βββββββ | 15/22 [00:00<00:00, 195.39it/s, v_num=0]
Epoch 160: 68%|βββββββ | 15/22 [00:00<00:00, 192.37it/s, v_num=0]
Epoch 160: 73%|ββββββββ | 16/22 [00:00<00:00, 194.37it/s, v_num=0]
Epoch 160: 73%|ββββββββ | 16/22 [00:00<00:00, 191.31it/s, v_num=0]
Epoch 160: 77%|ββββββββ | 17/22 [00:00<00:00, 193.06it/s, v_num=0]
Epoch 160: 77%|ββββββββ | 17/22 [00:00<00:00, 190.56it/s, v_num=0]
Epoch 160: 82%|βββββββββ | 18/22 [00:00<00:00, 193.68it/s, v_num=0]
Epoch 160: 82%|βββββββββ | 18/22 [00:00<00:00, 190.65it/s, v_num=0]
Epoch 160: 86%|βββββββββ | 19/22 [00:00<00:00, 193.57it/s, v_num=0]
Epoch 160: 86%|βββββββββ | 19/22 [00:00<00:00, 191.25it/s, v_num=0]
Epoch 160: 91%|βββββββββ | 20/22 [00:00<00:00, 193.38it/s, v_num=0]
Epoch 160: 91%|βββββββββ | 20/22 [00:00<00:00, 190.83it/s, v_num=0]
Epoch 160: 95%|ββββββββββ| 21/22 [00:00<00:00, 193.66it/s, v_num=0]
Epoch 160: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.26it/s, v_num=0]
Epoch 160: 100%|ββββββββββ| 22/22 [00:00<00:00, 194.04it/s, v_num=0]
Epoch 160: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.52it/s, v_num=0]
Epoch 160: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.51it/s, v_num=0]
Epoch 160: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 161: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 161: 5%|β | 1/22 [00:00<00:00, 202.82it/s, v_num=0]
Epoch 161: 5%|β | 1/22 [00:00<00:00, 165.51it/s, v_num=0]
Epoch 161: 9%|β | 2/22 [00:00<00:00, 209.66it/s, v_num=0]
Epoch 161: 9%|β | 2/22 [00:00<00:00, 182.55it/s, v_num=0]
Epoch 161: 14%|ββ | 3/22 [00:00<00:00, 202.91it/s, v_num=0]
Epoch 161: 14%|ββ | 3/22 [00:00<00:00, 188.82it/s, v_num=0]
Epoch 161: 18%|ββ | 4/22 [00:00<00:00, 204.73it/s, v_num=0]
Epoch 161: 18%|ββ | 4/22 [00:00<00:00, 193.42it/s, v_num=0]
Epoch 161: 23%|βββ | 5/22 [00:00<00:00, 201.41it/s, v_num=0]
Epoch 161: 23%|βββ | 5/22 [00:00<00:00, 192.56it/s, v_num=0]
Epoch 161: 27%|βββ | 6/22 [00:00<00:00, 199.55it/s, v_num=0]
Epoch 161: 27%|βββ | 6/22 [00:00<00:00, 191.30it/s, v_num=0]
Epoch 161: 32%|ββββ | 7/22 [00:00<00:00, 197.76it/s, v_num=0]
Epoch 161: 32%|ββββ | 7/22 [00:00<00:00, 189.94it/s, v_num=0]
Epoch 161: 36%|ββββ | 8/22 [00:00<00:00, 197.50it/s, v_num=0]
Epoch 161: 36%|ββββ | 8/22 [00:00<00:00, 192.13it/s, v_num=0]
Epoch 161: 41%|ββββ | 9/22 [00:00<00:00, 190.26it/s, v_num=0]
Epoch 161: 41%|ββββ | 9/22 [00:00<00:00, 185.67it/s, v_num=0]
Epoch 161: 45%|βββββ | 10/22 [00:00<00:00, 192.32it/s, v_num=0]
Epoch 161: 45%|βββββ | 10/22 [00:00<00:00, 188.35it/s, v_num=0]
Epoch 161: 50%|βββββ | 11/22 [00:00<00:00, 193.48it/s, v_num=0]
Epoch 161: 50%|βββββ | 11/22 [00:00<00:00, 188.69it/s, v_num=0]
Epoch 161: 55%|ββββββ | 12/22 [00:00<00:00, 192.70it/s, v_num=0]
Epoch 161: 55%|ββββββ | 12/22 [00:00<00:00, 189.00it/s, v_num=0]
Epoch 161: 59%|ββββββ | 13/22 [00:00<00:00, 193.51it/s, v_num=0]
Epoch 161: 59%|ββββββ | 13/22 [00:00<00:00, 189.83it/s, v_num=0]
Epoch 161: 64%|βββββββ | 14/22 [00:00<00:00, 194.23it/s, v_num=0]
Epoch 161: 64%|βββββββ | 14/22 [00:00<00:00, 191.10it/s, v_num=0]
Epoch 161: 68%|βββββββ | 15/22 [00:00<00:00, 190.72it/s, v_num=0]
Epoch 161: 68%|βββββββ | 15/22 [00:00<00:00, 186.25it/s, v_num=0]
Epoch 161: 73%|ββββββββ | 16/22 [00:00<00:00, 186.11it/s, v_num=0]
Epoch 161: 73%|ββββββββ | 16/22 [00:00<00:00, 184.18it/s, v_num=0]
Epoch 161: 77%|ββββββββ | 17/22 [00:00<00:00, 180.59it/s, v_num=0]
Epoch 161: 77%|ββββββββ | 17/22 [00:00<00:00, 178.81it/s, v_num=0]
Epoch 161: 82%|βββββββββ | 18/22 [00:00<00:00, 179.39it/s, v_num=0]
Epoch 161: 82%|βββββββββ | 18/22 [00:00<00:00, 177.90it/s, v_num=0]
Epoch 161: 86%|βββββββββ | 19/22 [00:00<00:00, 175.58it/s, v_num=0]
Epoch 161: 86%|βββββββββ | 19/22 [00:00<00:00, 172.96it/s, v_num=0]
Epoch 161: 91%|βββββββββ | 20/22 [00:00<00:00, 176.29it/s, v_num=0]
Epoch 161: 91%|βββββββββ | 20/22 [00:00<00:00, 174.45it/s, v_num=0]
Epoch 161: 95%|ββββββββββ| 21/22 [00:00<00:00, 177.18it/s, v_num=0]
Epoch 161: 95%|ββββββββββ| 21/22 [00:00<00:00, 174.96it/s, v_num=0]
Epoch 161: 100%|ββββββββββ| 22/22 [00:00<00:00, 177.20it/s, v_num=0]
Epoch 161: 100%|ββββββββββ| 22/22 [00:00<00:00, 175.58it/s, v_num=0]
Epoch 161: 100%|ββββββββββ| 22/22 [00:00<00:00, 173.86it/s, v_num=0]
Epoch 161: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 162: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 162: 5%|β | 1/22 [00:00<00:00, 206.77it/s, v_num=0]
Epoch 162: 5%|β | 1/22 [00:00<00:00, 167.98it/s, v_num=0]
Epoch 162: 9%|β | 2/22 [00:00<00:00, 202.40it/s, v_num=0]
Epoch 162: 9%|β | 2/22 [00:00<00:00, 181.68it/s, v_num=0]
Epoch 162: 14%|ββ | 3/22 [00:00<00:00, 203.91it/s, v_num=0]
Epoch 162: 14%|ββ | 3/22 [00:00<00:00, 189.11it/s, v_num=0]
Epoch 162: 18%|ββ | 4/22 [00:00<00:00, 205.24it/s, v_num=0]
Epoch 162: 18%|ββ | 4/22 [00:00<00:00, 193.13it/s, v_num=0]
Epoch 162: 23%|βββ | 5/22 [00:00<00:00, 201.00it/s, v_num=0]
Epoch 162: 23%|βββ | 5/22 [00:00<00:00, 192.05it/s, v_num=0]
Epoch 162: 27%|βββ | 6/22 [00:00<00:00, 202.38it/s, v_num=0]
Epoch 162: 27%|βββ | 6/22 [00:00<00:00, 194.98it/s, v_num=0]
Epoch 162: 32%|ββββ | 7/22 [00:00<00:00, 202.36it/s, v_num=0]
Epoch 162: 32%|ββββ | 7/22 [00:00<00:00, 194.26it/s, v_num=0]
Epoch 162: 36%|ββββ | 8/22 [00:00<00:00, 200.94it/s, v_num=0]
Epoch 162: 36%|ββββ | 8/22 [00:00<00:00, 195.34it/s, v_num=0]
Epoch 162: 41%|ββββ | 9/22 [00:00<00:00, 200.30it/s, v_num=0]
Epoch 162: 41%|ββββ | 9/22 [00:00<00:00, 195.34it/s, v_num=0]
Epoch 162: 45%|βββββ | 10/22 [00:00<00:00, 200.64it/s, v_num=0]
Epoch 162: 45%|βββββ | 10/22 [00:00<00:00, 196.19it/s, v_num=0]
Epoch 162: 50%|βββββ | 11/22 [00:00<00:00, 200.00it/s, v_num=0]
Epoch 162: 50%|βββββ | 11/22 [00:00<00:00, 195.76it/s, v_num=0]
Epoch 162: 55%|ββββββ | 12/22 [00:00<00:00, 200.47it/s, v_num=0]
Epoch 162: 55%|ββββββ | 12/22 [00:00<00:00, 196.62it/s, v_num=0]
Epoch 162: 59%|ββββββ | 13/22 [00:00<00:00, 200.07it/s, v_num=0]
Epoch 162: 59%|ββββββ | 13/22 [00:00<00:00, 196.57it/s, v_num=0]
Epoch 162: 64%|βββββββ | 14/22 [00:00<00:00, 199.30it/s, v_num=0]
Epoch 162: 64%|βββββββ | 14/22 [00:00<00:00, 195.96it/s, v_num=0]
Epoch 162: 68%|βββββββ | 15/22 [00:00<00:00, 198.84it/s, v_num=0]
Epoch 162: 68%|βββββββ | 15/22 [00:00<00:00, 195.69it/s, v_num=0]
Epoch 162: 73%|ββββββββ | 16/22 [00:00<00:00, 198.84it/s, v_num=0]
Epoch 162: 73%|ββββββββ | 16/22 [00:00<00:00, 195.79it/s, v_num=0]
Epoch 162: 77%|ββββββββ | 17/22 [00:00<00:00, 195.64it/s, v_num=0]
Epoch 162: 77%|ββββββββ | 17/22 [00:00<00:00, 192.95it/s, v_num=0]
Epoch 162: 82%|βββββββββ | 18/22 [00:00<00:00, 195.70it/s, v_num=0]
Epoch 162: 82%|βββββββββ | 18/22 [00:00<00:00, 193.36it/s, v_num=0]
Epoch 162: 86%|βββββββββ | 19/22 [00:00<00:00, 196.37it/s, v_num=0]
Epoch 162: 86%|βββββββββ | 19/22 [00:00<00:00, 194.03it/s, v_num=0]
Epoch 162: 91%|βββββββββ | 20/22 [00:00<00:00, 196.00it/s, v_num=0]
Epoch 162: 91%|βββββββββ | 20/22 [00:00<00:00, 193.71it/s, v_num=0]
Epoch 162: 95%|ββββββββββ| 21/22 [00:00<00:00, 195.78it/s, v_num=0]
Epoch 162: 95%|ββββββββββ| 21/22 [00:00<00:00, 193.62it/s, v_num=0]
Epoch 162: 100%|ββββββββββ| 22/22 [00:00<00:00, 195.31it/s, v_num=0]
Epoch 162: 100%|ββββββββββ| 22/22 [00:00<00:00, 193.01it/s, v_num=0]
Epoch 162: 100%|ββββββββββ| 22/22 [00:00<00:00, 190.61it/s, v_num=0]
Epoch 162: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 163: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 163: 5%|β | 1/22 [00:00<00:00, 201.47it/s, v_num=0]
Epoch 163: 5%|β | 1/22 [00:00<00:00, 159.34it/s, v_num=0]
Epoch 163: 9%|β | 2/22 [00:00<00:00, 198.20it/s, v_num=0]
Epoch 163: 9%|β | 2/22 [00:00<00:00, 182.58it/s, v_num=0]
Epoch 163: 14%|ββ | 3/22 [00:00<00:00, 198.49it/s, v_num=0]
Epoch 163: 14%|ββ | 3/22 [00:00<00:00, 185.20it/s, v_num=0]
Epoch 163: 18%|ββ | 4/22 [00:00<00:00, 197.50it/s, v_num=0]
Epoch 163: 18%|ββ | 4/22 [00:00<00:00, 189.78it/s, v_num=0]
Epoch 163: 23%|βββ | 5/22 [00:00<00:00, 199.73it/s, v_num=0]
Epoch 163: 23%|βββ | 5/22 [00:00<00:00, 190.96it/s, v_num=0]
Epoch 163: 27%|βββ | 6/22 [00:00<00:00, 191.13it/s, v_num=0]
Epoch 163: 27%|βββ | 6/22 [00:00<00:00, 184.70it/s, v_num=0]
Epoch 163: 32%|ββββ | 7/22 [00:00<00:00, 187.50it/s, v_num=0]
Epoch 163: 32%|ββββ | 7/22 [00:00<00:00, 183.00it/s, v_num=0]
Epoch 163: 36%|ββββ | 8/22 [00:00<00:00, 189.77it/s, v_num=0]
Epoch 163: 36%|ββββ | 8/22 [00:00<00:00, 186.17it/s, v_num=0]
Epoch 163: 41%|ββββ | 9/22 [00:00<00:00, 191.53it/s, v_num=0]
Epoch 163: 41%|ββββ | 9/22 [00:00<00:00, 187.17it/s, v_num=0]
Epoch 163: 45%|βββββ | 10/22 [00:00<00:00, 192.39it/s, v_num=0]
Epoch 163: 45%|βββββ | 10/22 [00:00<00:00, 188.50it/s, v_num=0]
Epoch 163: 50%|βββββ | 11/22 [00:00<00:00, 192.45it/s, v_num=0]
Epoch 163: 50%|βββββ | 11/22 [00:00<00:00, 189.58it/s, v_num=0]
Epoch 163: 55%|ββββββ | 12/22 [00:00<00:00, 188.70it/s, v_num=0]
Epoch 163: 55%|ββββββ | 12/22 [00:00<00:00, 186.06it/s, v_num=0]
Epoch 163: 59%|ββββββ | 13/22 [00:00<00:00, 177.02it/s, v_num=0]
Epoch 163: 59%|ββββββ | 13/22 [00:00<00:00, 174.87it/s, v_num=0]
Epoch 163: 64%|βββββββ | 14/22 [00:00<00:00, 176.52it/s, v_num=0]
Epoch 163: 64%|βββββββ | 14/22 [00:00<00:00, 174.61it/s, v_num=0]
Epoch 163: 68%|βββββββ | 15/22 [00:00<00:00, 171.34it/s, v_num=0]
Epoch 163: 68%|βββββββ | 15/22 [00:00<00:00, 167.52it/s, v_num=0]
Epoch 163: 73%|ββββββββ | 16/22 [00:00<00:00, 169.72it/s, v_num=0]
Epoch 163: 73%|ββββββββ | 16/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 163: 77%|ββββββββ | 17/22 [00:00<00:00, 169.28it/s, v_num=0]
Epoch 163: 77%|ββββββββ | 17/22 [00:00<00:00, 167.88it/s, v_num=0]
Epoch 163: 82%|βββββββββ | 18/22 [00:00<00:00, 169.93it/s, v_num=0]
Epoch 163: 82%|βββββββββ | 18/22 [00:00<00:00, 168.29it/s, v_num=0]
Epoch 163: 86%|βββββββββ | 19/22 [00:00<00:00, 169.87it/s, v_num=0]
Epoch 163: 86%|βββββββββ | 19/22 [00:00<00:00, 168.40it/s, v_num=0]
Epoch 163: 91%|βββββββββ | 20/22 [00:00<00:00, 169.83it/s, v_num=0]
Epoch 163: 91%|βββββββββ | 20/22 [00:00<00:00, 168.40it/s, v_num=0]
Epoch 163: 95%|ββββββββββ| 21/22 [00:00<00:00, 169.96it/s, v_num=0]
Epoch 163: 95%|ββββββββββ| 21/22 [00:00<00:00, 168.48it/s, v_num=0]
Epoch 163: 100%|ββββββββββ| 22/22 [00:00<00:00, 169.20it/s, v_num=0]
Epoch 163: 100%|ββββββββββ| 22/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 163: 100%|ββββββββββ| 22/22 [00:00<00:00, 165.02it/s, v_num=0]
Epoch 163: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 164: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 164: 5%|β | 1/22 [00:00<00:00, 169.23it/s, v_num=0]
Epoch 164: 5%|β | 1/22 [00:00<00:00, 126.32it/s, v_num=0]
Epoch 164: 9%|β | 2/22 [00:00<00:00, 153.87it/s, v_num=0]
Epoch 164: 9%|β | 2/22 [00:00<00:00, 142.40it/s, v_num=0]
Epoch 164: 14%|ββ | 3/22 [00:00<00:00, 154.77it/s, v_num=0]
Epoch 164: 14%|ββ | 3/22 [00:00<00:00, 148.21it/s, v_num=0]
Epoch 164: 18%|ββ | 4/22 [00:00<00:00, 156.68it/s, v_num=0]
Epoch 164: 18%|ββ | 4/22 [00:00<00:00, 151.38it/s, v_num=0]
Epoch 164: 23%|βββ | 5/22 [00:00<00:00, 158.35it/s, v_num=0]
Epoch 164: 23%|βββ | 5/22 [00:00<00:00, 153.97it/s, v_num=0]
Epoch 164: 27%|βββ | 6/22 [00:00<00:00, 151.80it/s, v_num=0]
Epoch 164: 27%|βββ | 6/22 [00:00<00:00, 148.91it/s, v_num=0]
Epoch 164: 32%|ββββ | 7/22 [00:00<00:00, 155.03it/s, v_num=0]
Epoch 164: 32%|ββββ | 7/22 [00:00<00:00, 148.64it/s, v_num=0]
Epoch 164: 36%|ββββ | 8/22 [00:00<00:00, 153.81it/s, v_num=0]
Epoch 164: 36%|ββββ | 8/22 [00:00<00:00, 146.75it/s, v_num=0]
Epoch 164: 41%|ββββ | 9/22 [00:00<00:00, 151.50it/s, v_num=0]
Epoch 164: 41%|ββββ | 9/22 [00:00<00:00, 149.54it/s, v_num=0]
Epoch 164: 45%|βββββ | 10/22 [00:00<00:00, 152.81it/s, v_num=0]
Epoch 164: 45%|βββββ | 10/22 [00:00<00:00, 150.94it/s, v_num=0]
Epoch 164: 50%|βββββ | 11/22 [00:00<00:00, 153.48it/s, v_num=0]
Epoch 164: 50%|βββββ | 11/22 [00:00<00:00, 150.55it/s, v_num=0]
Epoch 164: 55%|ββββββ | 12/22 [00:00<00:00, 154.88it/s, v_num=0]
Epoch 164: 55%|ββββββ | 12/22 [00:00<00:00, 150.29it/s, v_num=0]
Epoch 164: 59%|ββββββ | 13/22 [00:00<00:00, 152.84it/s, v_num=0]
Epoch 164: 59%|ββββββ | 13/22 [00:00<00:00, 151.28it/s, v_num=0]
Epoch 164: 64%|βββββββ | 14/22 [00:00<00:00, 153.61it/s, v_num=0]
Epoch 164: 64%|βββββββ | 14/22 [00:00<00:00, 152.24it/s, v_num=0]
Epoch 164: 68%|βββββββ | 15/22 [00:00<00:00, 153.87it/s, v_num=0]
Epoch 164: 68%|βββββββ | 15/22 [00:00<00:00, 152.65it/s, v_num=0]
Epoch 164: 73%|ββββββββ | 16/22 [00:00<00:00, 154.93it/s, v_num=0]
Epoch 164: 73%|ββββββββ | 16/22 [00:00<00:00, 153.68it/s, v_num=0]
Epoch 164: 77%|ββββββββ | 17/22 [00:00<00:00, 155.77it/s, v_num=0]
Epoch 164: 77%|ββββββββ | 17/22 [00:00<00:00, 154.43it/s, v_num=0]
Epoch 164: 82%|βββββββββ | 18/22 [00:00<00:00, 155.22it/s, v_num=0]
Epoch 164: 82%|βββββββββ | 18/22 [00:00<00:00, 154.19it/s, v_num=0]
Epoch 164: 86%|βββββββββ | 19/22 [00:00<00:00, 154.56it/s, v_num=0]
Epoch 164: 86%|βββββββββ | 19/22 [00:00<00:00, 153.38it/s, v_num=0]
Epoch 164: 91%|βββββββββ | 20/22 [00:00<00:00, 151.97it/s, v_num=0]
Epoch 164: 91%|βββββββββ | 20/22 [00:00<00:00, 150.50it/s, v_num=0]
Epoch 164: 95%|ββββββββββ| 21/22 [00:00<00:00, 149.80it/s, v_num=0]
Epoch 164: 95%|ββββββββββ| 21/22 [00:00<00:00, 146.99it/s, v_num=0]
Epoch 164: 100%|ββββββββββ| 22/22 [00:00<00:00, 146.58it/s, v_num=0]
Epoch 164: 100%|ββββββββββ| 22/22 [00:00<00:00, 145.69it/s, v_num=0]
Epoch 164: 100%|ββββββββββ| 22/22 [00:00<00:00, 143.07it/s, v_num=0]
Epoch 164: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 165: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 165: 5%|β | 1/22 [00:00<00:00, 146.76it/s, v_num=0]
Epoch 165: 5%|β | 1/22 [00:00<00:00, 126.13it/s, v_num=0]
Epoch 165: 9%|β | 2/22 [00:00<00:00, 142.12it/s, v_num=0]
Epoch 165: 9%|β | 2/22 [00:00<00:00, 124.92it/s, v_num=0]
Epoch 165: 14%|ββ | 3/22 [00:00<00:00, 152.27it/s, v_num=0]
Epoch 165: 14%|ββ | 3/22 [00:00<00:00, 144.54it/s, v_num=0]
Epoch 165: 18%|ββ | 4/22 [00:00<00:00, 152.47it/s, v_num=0]
Epoch 165: 18%|ββ | 4/22 [00:00<00:00, 146.67it/s, v_num=0]
Epoch 165: 23%|βββ | 5/22 [00:00<00:00, 157.24it/s, v_num=0]
Epoch 165: 23%|βββ | 5/22 [00:00<00:00, 145.90it/s, v_num=0]
Epoch 165: 27%|βββ | 6/22 [00:00<00:00, 156.91it/s, v_num=0]
Epoch 165: 27%|βββ | 6/22 [00:00<00:00, 152.95it/s, v_num=0]
Epoch 165: 32%|ββββ | 7/22 [00:00<00:00, 156.82it/s, v_num=0]
Epoch 165: 32%|ββββ | 7/22 [00:00<00:00, 147.02it/s, v_num=0]
Epoch 165: 36%|ββββ | 8/22 [00:00<00:00, 150.95it/s, v_num=0]
Epoch 165: 36%|ββββ | 8/22 [00:00<00:00, 144.21it/s, v_num=0]
Epoch 165: 41%|ββββ | 9/22 [00:00<00:00, 150.01it/s, v_num=0]
Epoch 165: 41%|ββββ | 9/22 [00:00<00:00, 147.80it/s, v_num=0]
Epoch 165: 45%|βββββ | 10/22 [00:00<00:00, 149.60it/s, v_num=0]
Epoch 165: 45%|βββββ | 10/22 [00:00<00:00, 147.81it/s, v_num=0]
Epoch 165: 50%|βββββ | 11/22 [00:00<00:00, 153.17it/s, v_num=0]
Epoch 165: 50%|βββββ | 11/22 [00:00<00:00, 151.38it/s, v_num=0]
Epoch 165: 55%|ββββββ | 12/22 [00:00<00:00, 156.36it/s, v_num=0]
Epoch 165: 55%|ββββββ | 12/22 [00:00<00:00, 154.56it/s, v_num=0]
Epoch 165: 59%|ββββββ | 13/22 [00:00<00:00, 156.70it/s, v_num=0]
Epoch 165: 59%|ββββββ | 13/22 [00:00<00:00, 154.13it/s, v_num=0]
Epoch 165: 64%|βββββββ | 14/22 [00:00<00:00, 156.20it/s, v_num=0]
Epoch 165: 64%|βββββββ | 14/22 [00:00<00:00, 154.62it/s, v_num=0]
Epoch 165: 68%|βββββββ | 15/22 [00:00<00:00, 156.17it/s, v_num=0]
Epoch 165: 68%|βββββββ | 15/22 [00:00<00:00, 152.14it/s, v_num=0]
Epoch 165: 73%|ββββββββ | 16/22 [00:00<00:00, 154.95it/s, v_num=0]
Epoch 165: 73%|ββββββββ | 16/22 [00:00<00:00, 153.60it/s, v_num=0]
Epoch 165: 77%|ββββββββ | 17/22 [00:00<00:00, 156.76it/s, v_num=0]
Epoch 165: 77%|ββββββββ | 17/22 [00:00<00:00, 154.04it/s, v_num=0]
Epoch 165: 82%|βββββββββ | 18/22 [00:00<00:00, 155.56it/s, v_num=0]
Epoch 165: 82%|βββββββββ | 18/22 [00:00<00:00, 154.35it/s, v_num=0]
Epoch 165: 86%|βββββββββ | 19/22 [00:00<00:00, 156.92it/s, v_num=0]
Epoch 165: 86%|βββββββββ | 19/22 [00:00<00:00, 155.25it/s, v_num=0]
Epoch 165: 91%|βββββββββ | 20/22 [00:00<00:00, 157.84it/s, v_num=0]
Epoch 165: 91%|βββββββββ | 20/22 [00:00<00:00, 156.79it/s, v_num=0]
Epoch 165: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.49it/s, v_num=0]
Epoch 165: 95%|ββββββββββ| 21/22 [00:00<00:00, 156.54it/s, v_num=0]
Epoch 165: 100%|ββββββββββ| 22/22 [00:00<00:00, 158.59it/s, v_num=0]
Epoch 165: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.91it/s, v_num=0]
Epoch 165: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.46it/s, v_num=0]
Epoch 165: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 166: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 166: 5%|β | 1/22 [00:00<00:00, 181.20it/s, v_num=0]
Epoch 166: 5%|β | 1/22 [00:00<00:00, 148.30it/s, v_num=0]
Epoch 166: 9%|β | 2/22 [00:00<00:00, 186.92it/s, v_num=0]
Epoch 166: 9%|β | 2/22 [00:00<00:00, 164.61it/s, v_num=0]
Epoch 166: 14%|ββ | 3/22 [00:00<00:00, 184.71it/s, v_num=0]
Epoch 166: 14%|ββ | 3/22 [00:00<00:00, 173.53it/s, v_num=0]
Epoch 166: 18%|ββ | 4/22 [00:00<00:00, 183.99it/s, v_num=0]
Epoch 166: 18%|ββ | 4/22 [00:00<00:00, 176.66it/s, v_num=0]
Epoch 166: 23%|βββ | 5/22 [00:00<00:00, 185.41it/s, v_num=0]
Epoch 166: 23%|βββ | 5/22 [00:00<00:00, 174.96it/s, v_num=0]
Epoch 166: 27%|βββ | 6/22 [00:00<00:00, 185.60it/s, v_num=0]
Epoch 166: 27%|βββ | 6/22 [00:00<00:00, 180.96it/s, v_num=0]
Epoch 166: 32%|ββββ | 7/22 [00:00<00:00, 186.61it/s, v_num=0]
Epoch 166: 32%|ββββ | 7/22 [00:00<00:00, 181.18it/s, v_num=0]
Epoch 166: 36%|ββββ | 8/22 [00:00<00:00, 186.90it/s, v_num=0]
Epoch 166: 36%|ββββ | 8/22 [00:00<00:00, 180.16it/s, v_num=0]
Epoch 166: 41%|ββββ | 9/22 [00:00<00:00, 185.12it/s, v_num=0]
Epoch 166: 41%|ββββ | 9/22 [00:00<00:00, 181.49it/s, v_num=0]
Epoch 166: 45%|βββββ | 10/22 [00:00<00:00, 176.25it/s, v_num=0]
Epoch 166: 45%|βββββ | 10/22 [00:00<00:00, 172.33it/s, v_num=0]
Epoch 166: 50%|βββββ | 11/22 [00:00<00:00, 175.37it/s, v_num=0]
Epoch 166: 50%|βββββ | 11/22 [00:00<00:00, 172.39it/s, v_num=0]
Epoch 166: 55%|ββββββ | 12/22 [00:00<00:00, 174.66it/s, v_num=0]
Epoch 166: 55%|ββββββ | 12/22 [00:00<00:00, 172.47it/s, v_num=0]
Epoch 166: 59%|ββββββ | 13/22 [00:00<00:00, 175.61it/s, v_num=0]
Epoch 166: 59%|ββββββ | 13/22 [00:00<00:00, 173.56it/s, v_num=0]
Epoch 166: 64%|βββββββ | 14/22 [00:00<00:00, 176.85it/s, v_num=0]
Epoch 166: 64%|βββββββ | 14/22 [00:00<00:00, 174.95it/s, v_num=0]
Epoch 166: 68%|βββββββ | 15/22 [00:00<00:00, 178.82it/s, v_num=0]
Epoch 166: 68%|βββββββ | 15/22 [00:00<00:00, 176.39it/s, v_num=0]
Epoch 166: 73%|ββββββββ | 16/22 [00:00<00:00, 176.98it/s, v_num=0]
Epoch 166: 73%|ββββββββ | 16/22 [00:00<00:00, 174.61it/s, v_num=0]
Epoch 166: 77%|ββββββββ | 17/22 [00:00<00:00, 175.35it/s, v_num=0]
Epoch 166: 77%|ββββββββ | 17/22 [00:00<00:00, 173.67it/s, v_num=0]
Epoch 166: 82%|βββββββββ | 18/22 [00:00<00:00, 174.98it/s, v_num=0]
Epoch 166: 82%|βββββββββ | 18/22 [00:00<00:00, 171.57it/s, v_num=0]
Epoch 166: 86%|βββββββββ | 19/22 [00:00<00:00, 172.14it/s, v_num=0]
Epoch 166: 86%|βββββββββ | 19/22 [00:00<00:00, 170.88it/s, v_num=0]
Epoch 166: 91%|βββββββββ | 20/22 [00:00<00:00, 172.09it/s, v_num=0]
Epoch 166: 91%|βββββββββ | 20/22 [00:00<00:00, 169.54it/s, v_num=0]
Epoch 166: 95%|ββββββββββ| 21/22 [00:00<00:00, 171.51it/s, v_num=0]
Epoch 166: 95%|ββββββββββ| 21/22 [00:00<00:00, 170.29it/s, v_num=0]
Epoch 166: 100%|ββββββββββ| 22/22 [00:00<00:00, 170.84it/s, v_num=0]
Epoch 166: 100%|ββββββββββ| 22/22 [00:00<00:00, 169.81it/s, v_num=0]
Epoch 166: 100%|ββββββββββ| 22/22 [00:00<00:00, 166.45it/s, v_num=0]
Epoch 166: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 167: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 167: 5%|β | 1/22 [00:00<00:00, 135.76it/s, v_num=0]
Epoch 167: 5%|β | 1/22 [00:00<00:00, 103.80it/s, v_num=0]
Epoch 167: 9%|β | 2/22 [00:00<00:00, 121.99it/s, v_num=0]
Epoch 167: 9%|β | 2/22 [00:00<00:00, 104.41it/s, v_num=0]
Epoch 167: 14%|ββ | 3/22 [00:00<00:00, 124.46it/s, v_num=0]
Epoch 167: 14%|ββ | 3/22 [00:00<00:00, 114.95it/s, v_num=0]
Epoch 167: 18%|ββ | 4/22 [00:00<00:00, 130.61it/s, v_num=0]
Epoch 167: 18%|ββ | 4/22 [00:00<00:00, 126.69it/s, v_num=0]
Epoch 167: 23%|βββ | 5/22 [00:00<00:00, 126.82it/s, v_num=0]
Epoch 167: 23%|βββ | 5/22 [00:00<00:00, 120.04it/s, v_num=0]
Epoch 167: 27%|βββ | 6/22 [00:00<00:00, 129.82it/s, v_num=0]
Epoch 167: 27%|βββ | 6/22 [00:00<00:00, 124.62it/s, v_num=0]
Epoch 167: 32%|ββββ | 7/22 [00:00<00:00, 130.55it/s, v_num=0]
Epoch 167: 32%|ββββ | 7/22 [00:00<00:00, 128.63it/s, v_num=0]
Epoch 167: 36%|ββββ | 8/22 [00:00<00:00, 132.94it/s, v_num=0]
Epoch 167: 36%|ββββ | 8/22 [00:00<00:00, 128.30it/s, v_num=0]
Epoch 167: 41%|ββββ | 9/22 [00:00<00:00, 133.29it/s, v_num=0]
Epoch 167: 41%|ββββ | 9/22 [00:00<00:00, 131.28it/s, v_num=0]
Epoch 167: 45%|βββββ | 10/22 [00:00<00:00, 135.75it/s, v_num=0]
Epoch 167: 45%|βββββ | 10/22 [00:00<00:00, 133.94it/s, v_num=0]
Epoch 167: 50%|βββββ | 11/22 [00:00<00:00, 137.92it/s, v_num=0]
Epoch 167: 50%|βββββ | 11/22 [00:00<00:00, 134.39it/s, v_num=0]
Epoch 167: 55%|ββββββ | 12/22 [00:00<00:00, 138.46it/s, v_num=0]
Epoch 167: 55%|ββββββ | 12/22 [00:00<00:00, 137.05it/s, v_num=0]
Epoch 167: 59%|ββββββ | 13/22 [00:00<00:00, 139.59it/s, v_num=0]
Epoch 167: 59%|ββββββ | 13/22 [00:00<00:00, 138.18it/s, v_num=0]
Epoch 167: 64%|βββββββ | 14/22 [00:00<00:00, 140.19it/s, v_num=0]
Epoch 167: 64%|βββββββ | 14/22 [00:00<00:00, 138.89it/s, v_num=0]
Epoch 167: 68%|βββββββ | 15/22 [00:00<00:00, 141.14it/s, v_num=0]
Epoch 167: 68%|βββββββ | 15/22 [00:00<00:00, 139.97it/s, v_num=0]
Epoch 167: 73%|ββββββββ | 16/22 [00:00<00:00, 141.77it/s, v_num=0]
Epoch 167: 73%|ββββββββ | 16/22 [00:00<00:00, 139.14it/s, v_num=0]
Epoch 167: 77%|ββββββββ | 17/22 [00:00<00:00, 141.76it/s, v_num=0]
Epoch 167: 77%|ββββββββ | 17/22 [00:00<00:00, 140.72it/s, v_num=0]
Epoch 167: 82%|βββββββββ | 18/22 [00:00<00:00, 142.97it/s, v_num=0]
Epoch 167: 82%|βββββββββ | 18/22 [00:00<00:00, 140.73it/s, v_num=0]
Epoch 167: 86%|βββββββββ | 19/22 [00:00<00:00, 142.84it/s, v_num=0]
Epoch 167: 86%|βββββββββ | 19/22 [00:00<00:00, 140.57it/s, v_num=0]
Epoch 167: 91%|βββββββββ | 20/22 [00:00<00:00, 142.22it/s, v_num=0]
Epoch 167: 91%|βββββββββ | 20/22 [00:00<00:00, 141.30it/s, v_num=0]
Epoch 167: 95%|ββββββββββ| 21/22 [00:00<00:00, 139.17it/s, v_num=0]
Epoch 167: 95%|ββββββββββ| 21/22 [00:00<00:00, 137.36it/s, v_num=0]
Epoch 167: 100%|ββββββββββ| 22/22 [00:00<00:00, 139.32it/s, v_num=0]
Epoch 167: 100%|ββββββββββ| 22/22 [00:00<00:00, 137.63it/s, v_num=0]
Epoch 167: 100%|ββββββββββ| 22/22 [00:00<00:00, 135.47it/s, v_num=0]
Epoch 167: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 168: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 168: 5%|β | 1/22 [00:00<00:00, 162.99it/s, v_num=0]
Epoch 168: 5%|β | 1/22 [00:00<00:00, 120.94it/s, v_num=0]
Epoch 168: 9%|β | 2/22 [00:00<00:00, 143.02it/s, v_num=0]
Epoch 168: 9%|β | 2/22 [00:00<00:00, 135.18it/s, v_num=0]
Epoch 168: 14%|ββ | 3/22 [00:00<00:00, 139.31it/s, v_num=0]
Epoch 168: 14%|ββ | 3/22 [00:00<00:00, 133.75it/s, v_num=0]
Epoch 168: 18%|ββ | 4/22 [00:00<00:00, 139.03it/s, v_num=0]
Epoch 168: 18%|ββ | 4/22 [00:00<00:00, 128.57it/s, v_num=0]
Epoch 168: 23%|βββ | 5/22 [00:00<00:00, 130.74it/s, v_num=0]
Epoch 168: 23%|βββ | 5/22 [00:00<00:00, 127.47it/s, v_num=0]
Epoch 168: 27%|βββ | 6/22 [00:00<00:00, 131.85it/s, v_num=0]
Epoch 168: 27%|βββ | 6/22 [00:00<00:00, 125.98it/s, v_num=0]
Epoch 168: 32%|ββββ | 7/22 [00:00<00:00, 133.60it/s, v_num=0]
Epoch 168: 32%|ββββ | 7/22 [00:00<00:00, 131.11it/s, v_num=0]
Epoch 168: 36%|ββββ | 8/22 [00:00<00:00, 131.54it/s, v_num=0]
Epoch 168: 36%|ββββ | 8/22 [00:00<00:00, 127.17it/s, v_num=0]
Epoch 168: 41%|ββββ | 9/22 [00:00<00:00, 133.37it/s, v_num=0]
Epoch 168: 41%|ββββ | 9/22 [00:00<00:00, 131.74it/s, v_num=0]
Epoch 168: 45%|βββββ | 10/22 [00:00<00:00, 132.45it/s, v_num=0]
Epoch 168: 45%|βββββ | 10/22 [00:00<00:00, 130.48it/s, v_num=0]
Epoch 168: 50%|βββββ | 11/22 [00:00<00:00, 134.02it/s, v_num=0]
Epoch 168: 50%|βββββ | 11/22 [00:00<00:00, 132.65it/s, v_num=0]
Epoch 168: 55%|ββββββ | 12/22 [00:00<00:00, 135.47it/s, v_num=0]
Epoch 168: 55%|ββββββ | 12/22 [00:00<00:00, 131.36it/s, v_num=0]
Epoch 168: 59%|ββββββ | 13/22 [00:00<00:00, 135.75it/s, v_num=0]
Epoch 168: 59%|ββββββ | 13/22 [00:00<00:00, 134.44it/s, v_num=0]
Epoch 168: 64%|βββββββ | 14/22 [00:00<00:00, 137.48it/s, v_num=0]
Epoch 168: 64%|βββββββ | 14/22 [00:00<00:00, 134.47it/s, v_num=0]
Epoch 168: 68%|βββββββ | 15/22 [00:00<00:00, 136.75it/s, v_num=0]
Epoch 168: 68%|βββββββ | 15/22 [00:00<00:00, 135.52it/s, v_num=0]
Epoch 168: 73%|ββββββββ | 16/22 [00:00<00:00, 137.14it/s, v_num=0]
Epoch 168: 73%|ββββββββ | 16/22 [00:00<00:00, 135.95it/s, v_num=0]
Epoch 168: 77%|ββββββββ | 17/22 [00:00<00:00, 137.90it/s, v_num=0]
Epoch 168: 77%|ββββββββ | 17/22 [00:00<00:00, 136.65it/s, v_num=0]
Epoch 168: 82%|βββββββββ | 18/22 [00:00<00:00, 138.42it/s, v_num=0]
Epoch 168: 82%|βββββββββ | 18/22 [00:00<00:00, 137.54it/s, v_num=0]
Epoch 168: 86%|βββββββββ | 19/22 [00:00<00:00, 139.80it/s, v_num=0]
Epoch 168: 86%|βββββββββ | 19/22 [00:00<00:00, 138.85it/s, v_num=0]
Epoch 168: 91%|βββββββββ | 20/22 [00:00<00:00, 140.67it/s, v_num=0]
Epoch 168: 91%|βββββββββ | 20/22 [00:00<00:00, 139.80it/s, v_num=0]
Epoch 168: 95%|ββββββββββ| 21/22 [00:00<00:00, 141.08it/s, v_num=0]
Epoch 168: 95%|ββββββββββ| 21/22 [00:00<00:00, 138.90it/s, v_num=0]
Epoch 168: 100%|ββββββββββ| 22/22 [00:00<00:00, 139.93it/s, v_num=0]
Epoch 168: 100%|ββββββββββ| 22/22 [00:00<00:00, 138.19it/s, v_num=0]
Epoch 168: 100%|ββββββββββ| 22/22 [00:00<00:00, 136.12it/s, v_num=0]
Epoch 168: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 169: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 169: 5%|β | 1/22 [00:00<00:00, 137.36it/s, v_num=0]
Epoch 169: 5%|β | 1/22 [00:00<00:00, 105.37it/s, v_num=0]
Epoch 169: 9%|β | 2/22 [00:00<00:00, 141.72it/s, v_num=0]
Epoch 169: 9%|β | 2/22 [00:00<00:00, 119.81it/s, v_num=0]
Epoch 169: 14%|ββ | 3/22 [00:00<00:00, 140.07it/s, v_num=0]
Epoch 169: 14%|ββ | 3/22 [00:00<00:00, 127.65it/s, v_num=0]
Epoch 169: 18%|ββ | 4/22 [00:00<00:00, 144.09it/s, v_num=0]
Epoch 169: 18%|ββ | 4/22 [00:00<00:00, 130.86it/s, v_num=0]
Epoch 169: 23%|βββ | 5/22 [00:00<00:00, 135.13it/s, v_num=0]
Epoch 169: 23%|βββ | 5/22 [00:00<00:00, 126.67it/s, v_num=0]
Epoch 169: 27%|βββ | 6/22 [00:00<00:00, 134.01it/s, v_num=0]
Epoch 169: 27%|βββ | 6/22 [00:00<00:00, 130.98it/s, v_num=0]
Epoch 169: 32%|ββββ | 7/22 [00:00<00:00, 135.73it/s, v_num=0]
Epoch 169: 32%|ββββ | 7/22 [00:00<00:00, 133.54it/s, v_num=0]
Epoch 169: 36%|ββββ | 8/22 [00:00<00:00, 134.98it/s, v_num=0]
Epoch 169: 36%|ββββ | 8/22 [00:00<00:00, 132.65it/s, v_num=0]
Epoch 169: 41%|ββββ | 9/22 [00:00<00:00, 140.01it/s, v_num=0]
Epoch 169: 41%|ββββ | 9/22 [00:00<00:00, 135.71it/s, v_num=0]
Epoch 169: 45%|βββββ | 10/22 [00:00<00:00, 139.76it/s, v_num=0]
Epoch 169: 45%|βββββ | 10/22 [00:00<00:00, 135.57it/s, v_num=0]
Epoch 169: 50%|βββββ | 11/22 [00:00<00:00, 139.32it/s, v_num=0]
Epoch 169: 50%|βββββ | 11/22 [00:00<00:00, 137.54it/s, v_num=0]
Epoch 169: 55%|ββββββ | 12/22 [00:00<00:00, 140.93it/s, v_num=0]
Epoch 169: 55%|ββββββ | 12/22 [00:00<00:00, 137.39it/s, v_num=0]
Epoch 169: 59%|ββββββ | 13/22 [00:00<00:00, 141.68it/s, v_num=0]
Epoch 169: 59%|ββββββ | 13/22 [00:00<00:00, 140.47it/s, v_num=0]
Epoch 169: 64%|βββββββ | 14/22 [00:00<00:00, 142.90it/s, v_num=0]
Epoch 169: 64%|βββββββ | 14/22 [00:00<00:00, 139.99it/s, v_num=0]
Epoch 169: 68%|βββββββ | 15/22 [00:00<00:00, 143.38it/s, v_num=0]
Epoch 169: 68%|βββββββ | 15/22 [00:00<00:00, 140.50it/s, v_num=0]
Epoch 169: 73%|ββββββββ | 16/22 [00:00<00:00, 143.11it/s, v_num=0]
Epoch 169: 73%|ββββββββ | 16/22 [00:00<00:00, 142.07it/s, v_num=0]
Epoch 169: 77%|ββββββββ | 17/22 [00:00<00:00, 144.56it/s, v_num=0]
Epoch 169: 77%|ββββββββ | 17/22 [00:00<00:00, 143.23it/s, v_num=0]
Epoch 169: 82%|βββββββββ | 18/22 [00:00<00:00, 145.35it/s, v_num=0]
Epoch 169: 82%|βββββββββ | 18/22 [00:00<00:00, 144.22it/s, v_num=0]
Epoch 169: 86%|βββββββββ | 19/22 [00:00<00:00, 144.85it/s, v_num=0]
Epoch 169: 86%|βββββββββ | 19/22 [00:00<00:00, 143.74it/s, v_num=0]
Epoch 169: 91%|βββββββββ | 20/22 [00:00<00:00, 146.17it/s, v_num=0]
Epoch 169: 91%|βββββββββ | 20/22 [00:00<00:00, 145.28it/s, v_num=0]
Epoch 169: 95%|ββββββββββ| 21/22 [00:00<00:00, 146.98it/s, v_num=0]
Epoch 169: 95%|ββββββββββ| 21/22 [00:00<00:00, 146.16it/s, v_num=0]
Epoch 169: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.76it/s, v_num=0]
Epoch 169: 100%|ββββββββββ| 22/22 [00:00<00:00, 145.84it/s, v_num=0]
Epoch 169: 100%|ββββββββββ| 22/22 [00:00<00:00, 144.18it/s, v_num=0]
Epoch 169: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 170: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 170: 5%|β | 1/22 [00:00<00:00, 154.68it/s, v_num=0]
Epoch 170: 5%|β | 1/22 [00:00<00:00, 117.66it/s, v_num=0]
Epoch 170: 9%|β | 2/22 [00:00<00:00, 146.58it/s, v_num=0]
Epoch 170: 9%|β | 2/22 [00:00<00:00, 131.72it/s, v_num=0]
Epoch 170: 14%|ββ | 3/22 [00:00<00:00, 149.12it/s, v_num=0]
Epoch 170: 14%|ββ | 3/22 [00:00<00:00, 141.72it/s, v_num=0]
Epoch 170: 18%|ββ | 4/22 [00:00<00:00, 153.04it/s, v_num=0]
Epoch 170: 18%|ββ | 4/22 [00:00<00:00, 148.52it/s, v_num=0]
Epoch 170: 23%|βββ | 5/22 [00:00<00:00, 153.46it/s, v_num=0]
Epoch 170: 23%|βββ | 5/22 [00:00<00:00, 149.70it/s, v_num=0]
Epoch 170: 27%|βββ | 6/22 [00:00<00:00, 156.10it/s, v_num=0]
Epoch 170: 27%|βββ | 6/22 [00:00<00:00, 152.55it/s, v_num=0]
Epoch 170: 32%|ββββ | 7/22 [00:00<00:00, 157.79it/s, v_num=0]
Epoch 170: 32%|ββββ | 7/22 [00:00<00:00, 149.84it/s, v_num=0]
Epoch 170: 36%|ββββ | 8/22 [00:00<00:00, 155.02it/s, v_num=0]
Epoch 170: 36%|ββββ | 8/22 [00:00<00:00, 152.33it/s, v_num=0]
Epoch 170: 41%|ββββ | 9/22 [00:00<00:00, 156.68it/s, v_num=0]
Epoch 170: 41%|ββββ | 9/22 [00:00<00:00, 154.20it/s, v_num=0]
Epoch 170: 45%|βββββ | 10/22 [00:00<00:00, 157.76it/s, v_num=0]
Epoch 170: 45%|βββββ | 10/22 [00:00<00:00, 155.33it/s, v_num=0]
Epoch 170: 50%|βββββ | 11/22 [00:00<00:00, 155.59it/s, v_num=0]
Epoch 170: 50%|βββββ | 11/22 [00:00<00:00, 153.43it/s, v_num=0]
Epoch 170: 55%|ββββββ | 12/22 [00:00<00:00, 157.27it/s, v_num=0]
Epoch 170: 55%|ββββββ | 12/22 [00:00<00:00, 155.62it/s, v_num=0]
Epoch 170: 59%|ββββββ | 13/22 [00:00<00:00, 158.38it/s, v_num=0]
Epoch 170: 59%|ββββββ | 13/22 [00:00<00:00, 156.54it/s, v_num=0]
Epoch 170: 64%|βββββββ | 14/22 [00:00<00:00, 159.66it/s, v_num=0]
Epoch 170: 64%|βββββββ | 14/22 [00:00<00:00, 155.94it/s, v_num=0]
Epoch 170: 68%|βββββββ | 15/22 [00:00<00:00, 157.26it/s, v_num=0]
Epoch 170: 68%|βββββββ | 15/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 170: 73%|ββββββββ | 16/22 [00:00<00:00, 155.75it/s, v_num=0]
Epoch 170: 73%|ββββββββ | 16/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 170: 77%|ββββββββ | 17/22 [00:00<00:00, 156.29it/s, v_num=0]
Epoch 170: 77%|ββββββββ | 17/22 [00:00<00:00, 154.99it/s, v_num=0]
Epoch 170: 82%|βββββββββ | 18/22 [00:00<00:00, 157.90it/s, v_num=0]
Epoch 170: 82%|βββββββββ | 18/22 [00:00<00:00, 156.47it/s, v_num=0]
Epoch 170: 86%|βββββββββ | 19/22 [00:00<00:00, 158.78it/s, v_num=0]
Epoch 170: 86%|βββββββββ | 19/22 [00:00<00:00, 157.74it/s, v_num=0]
Epoch 170: 91%|βββββββββ | 20/22 [00:00<00:00, 158.97it/s, v_num=0]
Epoch 170: 91%|βββββββββ | 20/22 [00:00<00:00, 155.25it/s, v_num=0]
Epoch 170: 95%|ββββββββββ| 21/22 [00:00<00:00, 156.78it/s, v_num=0]
Epoch 170: 95%|ββββββββββ| 21/22 [00:00<00:00, 155.53it/s, v_num=0]
Epoch 170: 100%|ββββββββββ| 22/22 [00:00<00:00, 157.51it/s, v_num=0]
Epoch 170: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.28it/s, v_num=0]
Epoch 170: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.00it/s, v_num=0]
Epoch 170: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 171: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 171: 5%|β | 1/22 [00:00<00:00, 136.44it/s, v_num=0]
Epoch 171: 5%|β | 1/22 [00:00<00:00, 121.75it/s, v_num=0]
Epoch 171: 9%|β | 2/22 [00:00<00:00, 152.51it/s, v_num=0]
Epoch 171: 9%|β | 2/22 [00:00<00:00, 142.45it/s, v_num=0]
Epoch 171: 14%|ββ | 3/22 [00:00<00:00, 157.67it/s, v_num=0]
Epoch 171: 14%|ββ | 3/22 [00:00<00:00, 150.66it/s, v_num=0]
Epoch 171: 18%|ββ | 4/22 [00:00<00:00, 151.15it/s, v_num=0]
Epoch 171: 18%|ββ | 4/22 [00:00<00:00, 138.05it/s, v_num=0]
Epoch 171: 23%|βββ | 5/22 [00:00<00:00, 145.59it/s, v_num=0]
Epoch 171: 23%|βββ | 5/22 [00:00<00:00, 142.03it/s, v_num=0]
Epoch 171: 27%|βββ | 6/22 [00:00<00:00, 146.32it/s, v_num=0]
Epoch 171: 27%|βββ | 6/22 [00:00<00:00, 138.70it/s, v_num=0]
Epoch 171: 32%|ββββ | 7/22 [00:00<00:00, 142.06it/s, v_num=0]
Epoch 171: 32%|ββββ | 7/22 [00:00<00:00, 139.58it/s, v_num=0]
Epoch 171: 36%|ββββ | 8/22 [00:00<00:00, 143.05it/s, v_num=0]
Epoch 171: 36%|ββββ | 8/22 [00:00<00:00, 140.87it/s, v_num=0]
Epoch 171: 41%|ββββ | 9/22 [00:00<00:00, 147.32it/s, v_num=0]
Epoch 171: 41%|ββββ | 9/22 [00:00<00:00, 145.19it/s, v_num=0]
Epoch 171: 45%|βββββ | 10/22 [00:00<00:00, 147.33it/s, v_num=0]
Epoch 171: 45%|βββββ | 10/22 [00:00<00:00, 145.08it/s, v_num=0]
Epoch 171: 50%|βββββ | 11/22 [00:00<00:00, 147.60it/s, v_num=0]
Epoch 171: 50%|βββββ | 11/22 [00:00<00:00, 145.50it/s, v_num=0]
Epoch 171: 55%|ββββββ | 12/22 [00:00<00:00, 148.41it/s, v_num=0]
Epoch 171: 55%|ββββββ | 12/22 [00:00<00:00, 144.70it/s, v_num=0]
Epoch 171: 59%|ββββββ | 13/22 [00:00<00:00, 147.67it/s, v_num=0]
Epoch 171: 59%|ββββββ | 13/22 [00:00<00:00, 144.16it/s, v_num=0]
Epoch 171: 64%|βββββββ | 14/22 [00:00<00:00, 147.83it/s, v_num=0]
Epoch 171: 64%|βββββββ | 14/22 [00:00<00:00, 146.33it/s, v_num=0]
Epoch 171: 68%|βββββββ | 15/22 [00:00<00:00, 148.99it/s, v_num=0]
Epoch 171: 68%|βββββββ | 15/22 [00:00<00:00, 146.74it/s, v_num=0]
Epoch 171: 73%|ββββββββ | 16/22 [00:00<00:00, 150.21it/s, v_num=0]
Epoch 171: 73%|ββββββββ | 16/22 [00:00<00:00, 149.13it/s, v_num=0]
Epoch 171: 77%|ββββββββ | 17/22 [00:00<00:00, 151.93it/s, v_num=0]
Epoch 171: 77%|ββββββββ | 17/22 [00:00<00:00, 150.90it/s, v_num=0]
Epoch 171: 82%|βββββββββ | 18/22 [00:00<00:00, 152.62it/s, v_num=0]
Epoch 171: 82%|βββββββββ | 18/22 [00:00<00:00, 151.33it/s, v_num=0]
Epoch 171: 86%|βββββββββ | 19/22 [00:00<00:00, 152.72it/s, v_num=0]
Epoch 171: 86%|βββββββββ | 19/22 [00:00<00:00, 151.42it/s, v_num=0]
Epoch 171: 91%|βββββββββ | 20/22 [00:00<00:00, 153.22it/s, v_num=0]
Epoch 171: 91%|βββββββββ | 20/22 [00:00<00:00, 150.72it/s, v_num=0]
Epoch 171: 95%|ββββββββββ| 21/22 [00:00<00:00, 152.55it/s, v_num=0]
Epoch 171: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.55it/s, v_num=0]
Epoch 171: 100%|ββββββββββ| 22/22 [00:00<00:00, 153.25it/s, v_num=0]
Epoch 171: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.41it/s, v_num=0]
Epoch 171: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.55it/s, v_num=0]
Epoch 171: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 172: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 172: 5%|β | 1/22 [00:00<00:00, 147.22it/s, v_num=0]
Epoch 172: 5%|β | 1/22 [00:00<00:00, 132.19it/s, v_num=0]
Epoch 172: 9%|β | 2/22 [00:00<00:00, 157.05it/s, v_num=0]
Epoch 172: 9%|β | 2/22 [00:00<00:00, 132.06it/s, v_num=0]
Epoch 172: 14%|ββ | 3/22 [00:00<00:00, 152.19it/s, v_num=0]
Epoch 172: 14%|ββ | 3/22 [00:00<00:00, 137.74it/s, v_num=0]
Epoch 172: 18%|ββ | 4/22 [00:00<00:00, 152.82it/s, v_num=0]
Epoch 172: 18%|ββ | 4/22 [00:00<00:00, 139.40it/s, v_num=0]
Epoch 172: 23%|βββ | 5/22 [00:00<00:00, 147.66it/s, v_num=0]
Epoch 172: 23%|βββ | 5/22 [00:00<00:00, 138.23it/s, v_num=0]
Epoch 172: 27%|βββ | 6/22 [00:00<00:00, 148.75it/s, v_num=0]
Epoch 172: 27%|βββ | 6/22 [00:00<00:00, 145.65it/s, v_num=0]
Epoch 172: 32%|ββββ | 7/22 [00:00<00:00, 150.02it/s, v_num=0]
Epoch 172: 32%|ββββ | 7/22 [00:00<00:00, 146.96it/s, v_num=0]
Epoch 172: 36%|ββββ | 8/22 [00:00<00:00, 153.93it/s, v_num=0]
Epoch 172: 36%|ββββ | 8/22 [00:00<00:00, 151.64it/s, v_num=0]
Epoch 172: 41%|ββββ | 9/22 [00:00<00:00, 156.19it/s, v_num=0]
Epoch 172: 41%|ββββ | 9/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 172: 45%|βββββ | 10/22 [00:00<00:00, 157.86it/s, v_num=0]
Epoch 172: 45%|βββββ | 10/22 [00:00<00:00, 154.86it/s, v_num=0]
Epoch 172: 50%|βββββ | 11/22 [00:00<00:00, 158.21it/s, v_num=0]
Epoch 172: 50%|βββββ | 11/22 [00:00<00:00, 154.08it/s, v_num=0]
Epoch 172: 55%|ββββββ | 12/22 [00:00<00:00, 157.87it/s, v_num=0]
Epoch 172: 55%|ββββββ | 12/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 172: 59%|ββββββ | 13/22 [00:00<00:00, 158.25it/s, v_num=0]
Epoch 172: 59%|ββββββ | 13/22 [00:00<00:00, 156.75it/s, v_num=0]
Epoch 172: 64%|βββββββ | 14/22 [00:00<00:00, 157.75it/s, v_num=0]
Epoch 172: 64%|βββββββ | 14/22 [00:00<00:00, 153.90it/s, v_num=0]
Epoch 172: 68%|βββββββ | 15/22 [00:00<00:00, 156.94it/s, v_num=0]
Epoch 172: 68%|βββββββ | 15/22 [00:00<00:00, 155.58it/s, v_num=0]
Epoch 172: 73%|ββββββββ | 16/22 [00:00<00:00, 157.97it/s, v_num=0]
Epoch 172: 73%|ββββββββ | 16/22 [00:00<00:00, 156.71it/s, v_num=0]
Epoch 172: 77%|ββββββββ | 17/22 [00:00<00:00, 154.50it/s, v_num=0]
Epoch 172: 77%|ββββββββ | 17/22 [00:00<00:00, 151.53it/s, v_num=0]
Epoch 172: 82%|βββββββββ | 18/22 [00:00<00:00, 153.80it/s, v_num=0]
Epoch 172: 82%|βββββββββ | 18/22 [00:00<00:00, 151.27it/s, v_num=0]
Epoch 172: 86%|βββββββββ | 19/22 [00:00<00:00, 153.65it/s, v_num=0]
Epoch 172: 86%|βββββββββ | 19/22 [00:00<00:00, 152.48it/s, v_num=0]
Epoch 172: 91%|βββββββββ | 20/22 [00:00<00:00, 152.50it/s, v_num=0]
Epoch 172: 91%|βββββββββ | 20/22 [00:00<00:00, 150.06it/s, v_num=0]
Epoch 172: 95%|ββββββββββ| 21/22 [00:00<00:00, 152.46it/s, v_num=0]
Epoch 172: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.56it/s, v_num=0]
Epoch 172: 100%|ββββββββββ| 22/22 [00:00<00:00, 153.73it/s, v_num=0]
Epoch 172: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.21it/s, v_num=0]
Epoch 172: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.18it/s, v_num=0]
Epoch 172: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 173: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 173: 5%|β | 1/22 [00:00<00:00, 124.03it/s, v_num=0]
Epoch 173: 5%|β | 1/22 [00:00<00:00, 110.16it/s, v_num=0]
Epoch 173: 9%|β | 2/22 [00:00<00:00, 141.29it/s, v_num=0]
Epoch 173: 9%|β | 2/22 [00:00<00:00, 122.31it/s, v_num=0]
Epoch 173: 14%|ββ | 3/22 [00:00<00:00, 144.83it/s, v_num=0]
Epoch 173: 14%|ββ | 3/22 [00:00<00:00, 139.27it/s, v_num=0]
Epoch 173: 18%|ββ | 4/22 [00:00<00:00, 148.83it/s, v_num=0]
Epoch 173: 18%|ββ | 4/22 [00:00<00:00, 138.50it/s, v_num=0]
Epoch 173: 23%|βββ | 5/22 [00:00<00:00, 149.32it/s, v_num=0]
Epoch 173: 23%|βββ | 5/22 [00:00<00:00, 144.94it/s, v_num=0]
Epoch 173: 27%|βββ | 6/22 [00:00<00:00, 147.30it/s, v_num=0]
Epoch 173: 27%|βββ | 6/22 [00:00<00:00, 143.63it/s, v_num=0]
Epoch 173: 32%|ββββ | 7/22 [00:00<00:00, 145.85it/s, v_num=0]
Epoch 173: 32%|ββββ | 7/22 [00:00<00:00, 139.71it/s, v_num=0]
Epoch 173: 36%|ββββ | 8/22 [00:00<00:00, 144.27it/s, v_num=0]
Epoch 173: 36%|ββββ | 8/22 [00:00<00:00, 142.09it/s, v_num=0]
Epoch 173: 41%|ββββ | 9/22 [00:00<00:00, 147.15it/s, v_num=0]
Epoch 173: 41%|ββββ | 9/22 [00:00<00:00, 144.90it/s, v_num=0]
Epoch 173: 45%|βββββ | 10/22 [00:00<00:00, 148.33it/s, v_num=0]
Epoch 173: 45%|βββββ | 10/22 [00:00<00:00, 146.50it/s, v_num=0]
Epoch 173: 50%|βββββ | 11/22 [00:00<00:00, 149.36it/s, v_num=0]
Epoch 173: 50%|βββββ | 11/22 [00:00<00:00, 147.41it/s, v_num=0]
Epoch 173: 55%|ββββββ | 12/22 [00:00<00:00, 150.74it/s, v_num=0]
Epoch 173: 55%|ββββββ | 12/22 [00:00<00:00, 149.18it/s, v_num=0]
Epoch 173: 59%|ββββββ | 13/22 [00:00<00:00, 151.17it/s, v_num=0]
Epoch 173: 59%|ββββββ | 13/22 [00:00<00:00, 149.18it/s, v_num=0]
Epoch 173: 64%|βββββββ | 14/22 [00:00<00:00, 151.44it/s, v_num=0]
Epoch 173: 64%|βββββββ | 14/22 [00:00<00:00, 149.96it/s, v_num=0]
Epoch 173: 68%|βββββββ | 15/22 [00:00<00:00, 151.76it/s, v_num=0]
Epoch 173: 68%|βββββββ | 15/22 [00:00<00:00, 150.47it/s, v_num=0]
Epoch 173: 73%|ββββββββ | 16/22 [00:00<00:00, 152.10it/s, v_num=0]
Epoch 173: 73%|ββββββββ | 16/22 [00:00<00:00, 148.97it/s, v_num=0]
Epoch 173: 77%|ββββββββ | 17/22 [00:00<00:00, 151.57it/s, v_num=0]
Epoch 173: 77%|ββββββββ | 17/22 [00:00<00:00, 150.21it/s, v_num=0]
Epoch 173: 82%|βββββββββ | 18/22 [00:00<00:00, 152.47it/s, v_num=0]
Epoch 173: 82%|βββββββββ | 18/22 [00:00<00:00, 151.12it/s, v_num=0]
Epoch 173: 86%|βββββββββ | 19/22 [00:00<00:00, 152.83it/s, v_num=0]
Epoch 173: 86%|βββββββββ | 19/22 [00:00<00:00, 150.11it/s, v_num=0]
Epoch 173: 91%|βββββββββ | 20/22 [00:00<00:00, 152.36it/s, v_num=0]
Epoch 173: 91%|βββββββββ | 20/22 [00:00<00:00, 151.37it/s, v_num=0]
Epoch 173: 95%|ββββββββββ| 21/22 [00:00<00:00, 152.43it/s, v_num=0]
Epoch 173: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.29it/s, v_num=0]
Epoch 173: 100%|ββββββββββ| 22/22 [00:00<00:00, 153.20it/s, v_num=0]
Epoch 173: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.30it/s, v_num=0]
Epoch 173: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.44it/s, v_num=0]
Epoch 173: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 174: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 174: 5%|β | 1/22 [00:00<00:00, 124.82it/s, v_num=0]
Epoch 174: 5%|β | 1/22 [00:00<00:00, 102.09it/s, v_num=0]
Epoch 174: 9%|β | 2/22 [00:00<00:00, 133.40it/s, v_num=0]
Epoch 174: 9%|β | 2/22 [00:00<00:00, 117.85it/s, v_num=0]
Epoch 174: 14%|ββ | 3/22 [00:00<00:00, 138.94it/s, v_num=0]
Epoch 174: 14%|ββ | 3/22 [00:00<00:00, 132.26it/s, v_num=0]
Epoch 174: 18%|ββ | 4/22 [00:00<00:00, 144.32it/s, v_num=0]
Epoch 174: 18%|ββ | 4/22 [00:00<00:00, 138.94it/s, v_num=0]
Epoch 174: 23%|βββ | 5/22 [00:00<00:00, 146.53it/s, v_num=0]
Epoch 174: 23%|βββ | 5/22 [00:00<00:00, 142.95it/s, v_num=0]
Epoch 174: 27%|βββ | 6/22 [00:00<00:00, 150.25it/s, v_num=0]
Epoch 174: 27%|βββ | 6/22 [00:00<00:00, 147.08it/s, v_num=0]
Epoch 174: 32%|ββββ | 7/22 [00:00<00:00, 151.62it/s, v_num=0]
Epoch 174: 32%|ββββ | 7/22 [00:00<00:00, 148.60it/s, v_num=0]
Epoch 174: 36%|ββββ | 8/22 [00:00<00:00, 152.57it/s, v_num=0]
Epoch 174: 36%|ββββ | 8/22 [00:00<00:00, 149.76it/s, v_num=0]
Epoch 174: 41%|ββββ | 9/22 [00:00<00:00, 151.84it/s, v_num=0]
Epoch 174: 41%|ββββ | 9/22 [00:00<00:00, 149.41it/s, v_num=0]
Epoch 174: 45%|βββββ | 10/22 [00:00<00:00, 152.52it/s, v_num=0]
Epoch 174: 45%|βββββ | 10/22 [00:00<00:00, 150.61it/s, v_num=0]
Epoch 174: 50%|βββββ | 11/22 [00:00<00:00, 152.70it/s, v_num=0]
Epoch 174: 50%|βββββ | 11/22 [00:00<00:00, 150.96it/s, v_num=0]
Epoch 174: 55%|ββββββ | 12/22 [00:00<00:00, 152.22it/s, v_num=0]
Epoch 174: 55%|ββββββ | 12/22 [00:00<00:00, 145.32it/s, v_num=0]
Epoch 174: 59%|ββββββ | 13/22 [00:00<00:00, 146.42it/s, v_num=0]
Epoch 174: 59%|ββββββ | 13/22 [00:00<00:00, 144.91it/s, v_num=0]
Epoch 174: 64%|βββββββ | 14/22 [00:00<00:00, 147.45it/s, v_num=0]
Epoch 174: 64%|βββββββ | 14/22 [00:00<00:00, 145.95it/s, v_num=0]
Epoch 174: 68%|βββββββ | 15/22 [00:00<00:00, 149.10it/s, v_num=0]
Epoch 174: 68%|βββββββ | 15/22 [00:00<00:00, 147.89it/s, v_num=0]
Epoch 174: 73%|ββββββββ | 16/22 [00:00<00:00, 149.16it/s, v_num=0]
Epoch 174: 73%|ββββββββ | 16/22 [00:00<00:00, 147.88it/s, v_num=0]
Epoch 174: 77%|ββββββββ | 17/22 [00:00<00:00, 149.66it/s, v_num=0]
Epoch 174: 77%|ββββββββ | 17/22 [00:00<00:00, 147.88it/s, v_num=0]
Epoch 174: 82%|βββββββββ | 18/22 [00:00<00:00, 151.67it/s, v_num=0]
Epoch 174: 82%|βββββββββ | 18/22 [00:00<00:00, 150.26it/s, v_num=0]
Epoch 174: 86%|βββββββββ | 19/22 [00:00<00:00, 153.93it/s, v_num=0]
Epoch 174: 86%|βββββββββ | 19/22 [00:00<00:00, 151.90it/s, v_num=0]
Epoch 174: 91%|βββββββββ | 20/22 [00:00<00:00, 155.36it/s, v_num=0]
Epoch 174: 91%|βββββββββ | 20/22 [00:00<00:00, 154.04it/s, v_num=0]
Epoch 174: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.43it/s, v_num=0]
Epoch 174: 95%|ββββββββββ| 21/22 [00:00<00:00, 155.89it/s, v_num=0]
Epoch 174: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.35it/s, v_num=0]
Epoch 174: 100%|ββββββββββ| 22/22 [00:00<00:00, 158.05it/s, v_num=0]
Epoch 174: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.16it/s, v_num=0]
Epoch 174: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 175: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 175: 5%|β | 1/22 [00:00<00:00, 156.78it/s, v_num=0]
Epoch 175: 5%|β | 1/22 [00:00<00:00, 130.36it/s, v_num=0]
Epoch 175: 9%|β | 2/22 [00:00<00:00, 177.89it/s, v_num=0]
Epoch 175: 9%|β | 2/22 [00:00<00:00, 160.61it/s, v_num=0]
Epoch 175: 14%|ββ | 3/22 [00:00<00:00, 186.41it/s, v_num=0]
Epoch 175: 14%|ββ | 3/22 [00:00<00:00, 177.72it/s, v_num=0]
Epoch 175: 18%|ββ | 4/22 [00:00<00:00, 191.68it/s, v_num=0]
Epoch 175: 18%|ββ | 4/22 [00:00<00:00, 183.91it/s, v_num=0]
Epoch 175: 23%|βββ | 5/22 [00:00<00:00, 194.82it/s, v_num=0]
Epoch 175: 23%|βββ | 5/22 [00:00<00:00, 186.81it/s, v_num=0]
Epoch 175: 27%|βββ | 6/22 [00:00<00:00, 197.14it/s, v_num=0]
Epoch 175: 27%|βββ | 6/22 [00:00<00:00, 191.87it/s, v_num=0]
Epoch 175: 32%|ββββ | 7/22 [00:00<00:00, 199.55it/s, v_num=0]
Epoch 175: 32%|ββββ | 7/22 [00:00<00:00, 195.00it/s, v_num=0]
Epoch 175: 36%|ββββ | 8/22 [00:00<00:00, 200.02it/s, v_num=0]
Epoch 175: 36%|ββββ | 8/22 [00:00<00:00, 194.78it/s, v_num=0]
Epoch 175: 41%|ββββ | 9/22 [00:00<00:00, 198.75it/s, v_num=0]
Epoch 175: 41%|ββββ | 9/22 [00:00<00:00, 194.45it/s, v_num=0]
Epoch 175: 45%|βββββ | 10/22 [00:00<00:00, 198.86it/s, v_num=0]
Epoch 175: 45%|βββββ | 10/22 [00:00<00:00, 195.56it/s, v_num=0]
Epoch 175: 50%|βββββ | 11/22 [00:00<00:00, 199.23it/s, v_num=0]
Epoch 175: 50%|βββββ | 11/22 [00:00<00:00, 195.78it/s, v_num=0]
Epoch 175: 55%|ββββββ | 12/22 [00:00<00:00, 198.02it/s, v_num=0]
Epoch 175: 55%|ββββββ | 12/22 [00:00<00:00, 195.02it/s, v_num=0]
Epoch 175: 59%|ββββββ | 13/22 [00:00<00:00, 197.97it/s, v_num=0]
Epoch 175: 59%|ββββββ | 13/22 [00:00<00:00, 195.05it/s, v_num=0]
Epoch 175: 64%|βββββββ | 14/22 [00:00<00:00, 193.13it/s, v_num=0]
Epoch 175: 64%|βββββββ | 14/22 [00:00<00:00, 190.48it/s, v_num=0]
Epoch 175: 68%|βββββββ | 15/22 [00:00<00:00, 193.48it/s, v_num=0]
Epoch 175: 68%|βββββββ | 15/22 [00:00<00:00, 190.91it/s, v_num=0]
Epoch 175: 73%|ββββββββ | 16/22 [00:00<00:00, 193.49it/s, v_num=0]
Epoch 175: 73%|ββββββββ | 16/22 [00:00<00:00, 191.08it/s, v_num=0]
Epoch 175: 77%|ββββββββ | 17/22 [00:00<00:00, 193.53it/s, v_num=0]
Epoch 175: 77%|ββββββββ | 17/22 [00:00<00:00, 190.12it/s, v_num=0]
Epoch 175: 82%|βββββββββ | 18/22 [00:00<00:00, 192.65it/s, v_num=0]
Epoch 175: 82%|βββββββββ | 18/22 [00:00<00:00, 190.93it/s, v_num=0]
Epoch 175: 86%|βββββββββ | 19/22 [00:00<00:00, 193.44it/s, v_num=0]
Epoch 175: 86%|βββββββββ | 19/22 [00:00<00:00, 191.75it/s, v_num=0]
Epoch 175: 91%|βββββββββ | 20/22 [00:00<00:00, 191.42it/s, v_num=0]
Epoch 175: 91%|βββββββββ | 20/22 [00:00<00:00, 189.93it/s, v_num=0]
Epoch 175: 95%|ββββββββββ| 21/22 [00:00<00:00, 190.59it/s, v_num=0]
Epoch 175: 95%|ββββββββββ| 21/22 [00:00<00:00, 188.99it/s, v_num=0]
Epoch 175: 100%|ββββββββββ| 22/22 [00:00<00:00, 189.84it/s, v_num=0]
Epoch 175: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.60it/s, v_num=0]
Epoch 175: 100%|ββββββββββ| 22/22 [00:00<00:00, 183.56it/s, v_num=0]
Epoch 175: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 176: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 176: 5%|β | 1/22 [00:00<00:00, 162.17it/s, v_num=0]
Epoch 176: 5%|β | 1/22 [00:00<00:00, 136.19it/s, v_num=0]
Epoch 176: 9%|β | 2/22 [00:00<00:00, 178.32it/s, v_num=0]
Epoch 176: 9%|β | 2/22 [00:00<00:00, 158.91it/s, v_num=0]
Epoch 176: 14%|ββ | 3/22 [00:00<00:00, 181.55it/s, v_num=0]
Epoch 176: 14%|ββ | 3/22 [00:00<00:00, 169.62it/s, v_num=0]
Epoch 176: 18%|ββ | 4/22 [00:00<00:00, 186.79it/s, v_num=0]
Epoch 176: 18%|ββ | 4/22 [00:00<00:00, 177.06it/s, v_num=0]
Epoch 176: 23%|βββ | 5/22 [00:00<00:00, 186.63it/s, v_num=0]
Epoch 176: 23%|βββ | 5/22 [00:00<00:00, 178.84it/s, v_num=0]
Epoch 176: 27%|βββ | 6/22 [00:00<00:00, 187.03it/s, v_num=0]
Epoch 176: 27%|βββ | 6/22 [00:00<00:00, 180.86it/s, v_num=0]
Epoch 176: 32%|ββββ | 7/22 [00:00<00:00, 190.13it/s, v_num=0]
Epoch 176: 32%|ββββ | 7/22 [00:00<00:00, 184.23it/s, v_num=0]
Epoch 176: 36%|ββββ | 8/22 [00:00<00:00, 193.06it/s, v_num=0]
Epoch 176: 36%|ββββ | 8/22 [00:00<00:00, 186.34it/s, v_num=0]
Epoch 176: 41%|ββββ | 9/22 [00:00<00:00, 191.89it/s, v_num=0]
Epoch 176: 41%|ββββ | 9/22 [00:00<00:00, 187.26it/s, v_num=0]
Epoch 176: 45%|βββββ | 10/22 [00:00<00:00, 193.47it/s, v_num=0]
Epoch 176: 45%|βββββ | 10/22 [00:00<00:00, 189.16it/s, v_num=0]
Epoch 176: 50%|βββββ | 11/22 [00:00<00:00, 194.23it/s, v_num=0]
Epoch 176: 50%|βββββ | 11/22 [00:00<00:00, 190.25it/s, v_num=0]
Epoch 176: 55%|ββββββ | 12/22 [00:00<00:00, 190.74it/s, v_num=0]
Epoch 176: 55%|ββββββ | 12/22 [00:00<00:00, 187.29it/s, v_num=0]
Epoch 176: 59%|ββββββ | 13/22 [00:00<00:00, 189.83it/s, v_num=0]
Epoch 176: 59%|ββββββ | 13/22 [00:00<00:00, 186.73it/s, v_num=0]
Epoch 176: 64%|βββββββ | 14/22 [00:00<00:00, 191.58it/s, v_num=0]
Epoch 176: 64%|βββββββ | 14/22 [00:00<00:00, 188.27it/s, v_num=0]
Epoch 176: 68%|βββββββ | 15/22 [00:00<00:00, 191.71it/s, v_num=0]
Epoch 176: 68%|βββββββ | 15/22 [00:00<00:00, 188.95it/s, v_num=0]
Epoch 176: 73%|ββββββββ | 16/22 [00:00<00:00, 192.77it/s, v_num=0]
Epoch 176: 73%|ββββββββ | 16/22 [00:00<00:00, 190.12it/s, v_num=0]
Epoch 176: 77%|ββββββββ | 17/22 [00:00<00:00, 192.76it/s, v_num=0]
Epoch 176: 77%|ββββββββ | 17/22 [00:00<00:00, 190.30it/s, v_num=0]
Epoch 176: 82%|βββββββββ | 18/22 [00:00<00:00, 193.10it/s, v_num=0]
Epoch 176: 82%|βββββββββ | 18/22 [00:00<00:00, 190.88it/s, v_num=0]
Epoch 176: 86%|βββββββββ | 19/22 [00:00<00:00, 193.94it/s, v_num=0]
Epoch 176: 86%|βββββββββ | 19/22 [00:00<00:00, 191.71it/s, v_num=0]
Epoch 176: 91%|βββββββββ | 20/22 [00:00<00:00, 194.53it/s, v_num=0]
Epoch 176: 91%|βββββββββ | 20/22 [00:00<00:00, 192.52it/s, v_num=0]
Epoch 176: 95%|ββββββββββ| 21/22 [00:00<00:00, 195.01it/s, v_num=0]
Epoch 176: 95%|ββββββββββ| 21/22 [00:00<00:00, 192.95it/s, v_num=0]
Epoch 176: 100%|ββββββββββ| 22/22 [00:00<00:00, 195.93it/s, v_num=0]
Epoch 176: 100%|ββββββββββ| 22/22 [00:00<00:00, 194.02it/s, v_num=0]
Epoch 176: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.09it/s, v_num=0]
Epoch 176: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 177: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 177: 5%|β | 1/22 [00:00<00:00, 200.00it/s, v_num=0]
Epoch 177: 5%|β | 1/22 [00:00<00:00, 161.36it/s, v_num=0]
Epoch 177: 9%|β | 2/22 [00:00<00:00, 199.09it/s, v_num=0]
Epoch 177: 9%|β | 2/22 [00:00<00:00, 179.42it/s, v_num=0]
Epoch 177: 14%|ββ | 3/22 [00:00<00:00, 201.46it/s, v_num=0]
Epoch 177: 14%|ββ | 3/22 [00:00<00:00, 187.70it/s, v_num=0]
Epoch 177: 18%|ββ | 4/22 [00:00<00:00, 197.94it/s, v_num=0]
Epoch 177: 18%|ββ | 4/22 [00:00<00:00, 186.49it/s, v_num=0]
Epoch 177: 23%|βββ | 5/22 [00:00<00:00, 197.94it/s, v_num=0]
Epoch 177: 23%|βββ | 5/22 [00:00<00:00, 189.40it/s, v_num=0]
Epoch 177: 27%|βββ | 6/22 [00:00<00:00, 197.47it/s, v_num=0]
Epoch 177: 27%|βββ | 6/22 [00:00<00:00, 190.33it/s, v_num=0]
Epoch 177: 32%|ββββ | 7/22 [00:00<00:00, 182.73it/s, v_num=0]
Epoch 177: 32%|ββββ | 7/22 [00:00<00:00, 177.59it/s, v_num=0]
Epoch 177: 36%|ββββ | 8/22 [00:00<00:00, 184.91it/s, v_num=0]
Epoch 177: 36%|ββββ | 8/22 [00:00<00:00, 180.00it/s, v_num=0]
Epoch 177: 41%|ββββ | 9/22 [00:00<00:00, 181.45it/s, v_num=0]
Epoch 177: 41%|ββββ | 9/22 [00:00<00:00, 176.38it/s, v_num=0]
Epoch 177: 45%|βββββ | 10/22 [00:00<00:00, 182.27it/s, v_num=0]
Epoch 177: 45%|βββββ | 10/22 [00:00<00:00, 178.53it/s, v_num=0]
Epoch 177: 50%|βββββ | 11/22 [00:00<00:00, 183.83it/s, v_num=0]
Epoch 177: 50%|βββββ | 11/22 [00:00<00:00, 180.19it/s, v_num=0]
Epoch 177: 55%|ββββββ | 12/22 [00:00<00:00, 185.87it/s, v_num=0]
Epoch 177: 55%|ββββββ | 12/22 [00:00<00:00, 182.67it/s, v_num=0]
Epoch 177: 59%|ββββββ | 13/22 [00:00<00:00, 186.19it/s, v_num=0]
Epoch 177: 59%|ββββββ | 13/22 [00:00<00:00, 183.31it/s, v_num=0]
Epoch 177: 64%|βββββββ | 14/22 [00:00<00:00, 187.99it/s, v_num=0]
Epoch 177: 64%|βββββββ | 14/22 [00:00<00:00, 185.15it/s, v_num=0]
Epoch 177: 68%|βββββββ | 15/22 [00:00<00:00, 188.91it/s, v_num=0]
Epoch 177: 68%|βββββββ | 15/22 [00:00<00:00, 186.20it/s, v_num=0]
Epoch 177: 73%|ββββββββ | 16/22 [00:00<00:00, 189.06it/s, v_num=0]
Epoch 177: 73%|ββββββββ | 16/22 [00:00<00:00, 186.54it/s, v_num=0]
Epoch 177: 77%|ββββββββ | 17/22 [00:00<00:00, 190.12it/s, v_num=0]
Epoch 177: 77%|ββββββββ | 17/22 [00:00<00:00, 187.72it/s, v_num=0]
Epoch 177: 82%|βββββββββ | 18/22 [00:00<00:00, 191.21it/s, v_num=0]
Epoch 177: 82%|βββββββββ | 18/22 [00:00<00:00, 188.96it/s, v_num=0]
Epoch 177: 86%|βββββββββ | 19/22 [00:00<00:00, 192.19it/s, v_num=0]
Epoch 177: 86%|βββββββββ | 19/22 [00:00<00:00, 189.90it/s, v_num=0]
Epoch 177: 91%|βββββββββ | 20/22 [00:00<00:00, 192.98it/s, v_num=0]
Epoch 177: 91%|βββββββββ | 20/22 [00:00<00:00, 190.75it/s, v_num=0]
Epoch 177: 95%|ββββββββββ| 21/22 [00:00<00:00, 193.44it/s, v_num=0]
Epoch 177: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.37it/s, v_num=0]
Epoch 177: 100%|ββββββββββ| 22/22 [00:00<00:00, 194.35it/s, v_num=0]
Epoch 177: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.14it/s, v_num=0]
Epoch 177: 100%|ββββββββββ| 22/22 [00:00<00:00, 190.10it/s, v_num=0]
Epoch 177: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 178: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 178: 5%|β | 1/22 [00:00<00:00, 206.06it/s, v_num=0]
Epoch 178: 5%|β | 1/22 [00:00<00:00, 167.20it/s, v_num=0]
Epoch 178: 9%|β | 2/22 [00:00<00:00, 199.12it/s, v_num=0]
Epoch 178: 9%|β | 2/22 [00:00<00:00, 178.26it/s, v_num=0]
Epoch 178: 14%|ββ | 3/22 [00:00<00:00, 203.94it/s, v_num=0]
Epoch 178: 14%|ββ | 3/22 [00:00<00:00, 189.21it/s, v_num=0]
Epoch 178: 18%|ββ | 4/22 [00:00<00:00, 203.81it/s, v_num=0]
Epoch 178: 18%|ββ | 4/22 [00:00<00:00, 191.72it/s, v_num=0]
Epoch 178: 23%|βββ | 5/22 [00:00<00:00, 204.67it/s, v_num=0]
Epoch 178: 23%|βββ | 5/22 [00:00<00:00, 194.72it/s, v_num=0]
Epoch 178: 27%|βββ | 6/22 [00:00<00:00, 202.26it/s, v_num=0]
Epoch 178: 27%|βββ | 6/22 [00:00<00:00, 194.55it/s, v_num=0]
Epoch 178: 32%|ββββ | 7/22 [00:00<00:00, 203.54it/s, v_num=0]
Epoch 178: 32%|ββββ | 7/22 [00:00<00:00, 197.27it/s, v_num=0]
Epoch 178: 36%|ββββ | 8/22 [00:00<00:00, 198.51it/s, v_num=0]
Epoch 178: 36%|ββββ | 8/22 [00:00<00:00, 191.30it/s, v_num=0]
Epoch 178: 41%|ββββ | 9/22 [00:00<00:00, 196.20it/s, v_num=0]
Epoch 178: 41%|ββββ | 9/22 [00:00<00:00, 191.37it/s, v_num=0]
Epoch 178: 45%|βββββ | 10/22 [00:00<00:00, 197.12it/s, v_num=0]
Epoch 178: 45%|βββββ | 10/22 [00:00<00:00, 192.60it/s, v_num=0]
Epoch 178: 50%|βββββ | 11/22 [00:00<00:00, 197.86it/s, v_num=0]
Epoch 178: 50%|βββββ | 11/22 [00:00<00:00, 193.63it/s, v_num=0]
Epoch 178: 55%|ββββββ | 12/22 [00:00<00:00, 197.65it/s, v_num=0]
Epoch 178: 55%|ββββββ | 12/22 [00:00<00:00, 193.73it/s, v_num=0]
Epoch 178: 59%|ββββββ | 13/22 [00:00<00:00, 198.96it/s, v_num=0]
Epoch 178: 59%|ββββββ | 13/22 [00:00<00:00, 195.50it/s, v_num=0]
Epoch 178: 64%|βββββββ | 14/22 [00:00<00:00, 199.90it/s, v_num=0]
Epoch 178: 64%|βββββββ | 14/22 [00:00<00:00, 196.73it/s, v_num=0]
Epoch 178: 68%|βββββββ | 15/22 [00:00<00:00, 199.52it/s, v_num=0]
Epoch 178: 68%|βββββββ | 15/22 [00:00<00:00, 195.97it/s, v_num=0]
Epoch 178: 73%|ββββββββ | 16/22 [00:00<00:00, 197.77it/s, v_num=0]
Epoch 178: 73%|ββββββββ | 16/22 [00:00<00:00, 194.59it/s, v_num=0]
Epoch 178: 77%|ββββββββ | 17/22 [00:00<00:00, 196.76it/s, v_num=0]
Epoch 178: 77%|ββββββββ | 17/22 [00:00<00:00, 193.84it/s, v_num=0]
Epoch 178: 82%|βββββββββ | 18/22 [00:00<00:00, 194.97it/s, v_num=0]
Epoch 178: 82%|βββββββββ | 18/22 [00:00<00:00, 192.22it/s, v_num=0]
Epoch 178: 86%|βββββββββ | 19/22 [00:00<00:00, 194.40it/s, v_num=0]
Epoch 178: 86%|βββββββββ | 19/22 [00:00<00:00, 192.20it/s, v_num=0]
Epoch 178: 91%|βββββββββ | 20/22 [00:00<00:00, 194.48it/s, v_num=0]
Epoch 178: 91%|βββββββββ | 20/22 [00:00<00:00, 192.32it/s, v_num=0]
Epoch 178: 95%|ββββββββββ| 21/22 [00:00<00:00, 193.96it/s, v_num=0]
Epoch 178: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.74it/s, v_num=0]
Epoch 178: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.02it/s, v_num=0]
Epoch 178: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.67it/s, v_num=0]
Epoch 178: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.19it/s, v_num=0]
Epoch 178: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 179: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 179: 5%|β | 1/22 [00:00<00:00, 164.02it/s, v_num=0]
Epoch 179: 5%|β | 1/22 [00:00<00:00, 121.49it/s, v_num=0]
Epoch 179: 9%|β | 2/22 [00:00<00:00, 165.57it/s, v_num=0]
Epoch 179: 9%|β | 2/22 [00:00<00:00, 152.58it/s, v_num=0]
Epoch 179: 14%|ββ | 3/22 [00:00<00:00, 159.34it/s, v_num=0]
Epoch 179: 14%|ββ | 3/22 [00:00<00:00, 152.38it/s, v_num=0]
Epoch 179: 18%|ββ | 4/22 [00:00<00:00, 164.27it/s, v_num=0]
Epoch 179: 18%|ββ | 4/22 [00:00<00:00, 158.97it/s, v_num=0]
Epoch 179: 23%|βββ | 5/22 [00:00<00:00, 154.24it/s, v_num=0]
Epoch 179: 23%|βββ | 5/22 [00:00<00:00, 149.47it/s, v_num=0]
Epoch 179: 27%|βββ | 6/22 [00:00<00:00, 155.01it/s, v_num=0]
Epoch 179: 27%|βββ | 6/22 [00:00<00:00, 151.72it/s, v_num=0]
Epoch 179: 32%|ββββ | 7/22 [00:00<00:00, 156.69it/s, v_num=0]
Epoch 179: 32%|ββββ | 7/22 [00:00<00:00, 153.73it/s, v_num=0]
Epoch 179: 36%|ββββ | 8/22 [00:00<00:00, 155.30it/s, v_num=0]
Epoch 179: 36%|ββββ | 8/22 [00:00<00:00, 152.45it/s, v_num=0]
Epoch 179: 41%|ββββ | 9/22 [00:00<00:00, 153.76it/s, v_num=0]
Epoch 179: 41%|ββββ | 9/22 [00:00<00:00, 151.61it/s, v_num=0]
Epoch 179: 45%|βββββ | 10/22 [00:00<00:00, 155.14it/s, v_num=0]
Epoch 179: 45%|βββββ | 10/22 [00:00<00:00, 153.04it/s, v_num=0]
Epoch 179: 50%|βββββ | 11/22 [00:00<00:00, 154.36it/s, v_num=0]
Epoch 179: 50%|βββββ | 11/22 [00:00<00:00, 149.72it/s, v_num=0]
Epoch 179: 55%|ββββββ | 12/22 [00:00<00:00, 153.27it/s, v_num=0]
Epoch 179: 55%|ββββββ | 12/22 [00:00<00:00, 149.60it/s, v_num=0]
Epoch 179: 59%|ββββββ | 13/22 [00:00<00:00, 150.69it/s, v_num=0]
Epoch 179: 59%|ββββββ | 13/22 [00:00<00:00, 148.97it/s, v_num=0]
Epoch 179: 64%|βββββββ | 14/22 [00:00<00:00, 150.98it/s, v_num=0]
Epoch 179: 64%|βββββββ | 14/22 [00:00<00:00, 147.55it/s, v_num=0]
Epoch 179: 68%|βββββββ | 15/22 [00:00<00:00, 149.54it/s, v_num=0]
Epoch 179: 68%|βββββββ | 15/22 [00:00<00:00, 146.03it/s, v_num=0]
Epoch 179: 73%|ββββββββ | 16/22 [00:00<00:00, 148.31it/s, v_num=0]
Epoch 179: 73%|ββββββββ | 16/22 [00:00<00:00, 145.94it/s, v_num=0]
Epoch 179: 77%|ββββββββ | 17/22 [00:00<00:00, 148.50it/s, v_num=0]
Epoch 179: 77%|ββββββββ | 17/22 [00:00<00:00, 147.07it/s, v_num=0]
Epoch 179: 82%|βββββββββ | 18/22 [00:00<00:00, 148.46it/s, v_num=0]
Epoch 179: 82%|βββββββββ | 18/22 [00:00<00:00, 147.20it/s, v_num=0]
Epoch 179: 86%|βββββββββ | 19/22 [00:00<00:00, 148.29it/s, v_num=0]
Epoch 179: 86%|βββββββββ | 19/22 [00:00<00:00, 147.23it/s, v_num=0]
Epoch 179: 91%|βββββββββ | 20/22 [00:00<00:00, 148.61it/s, v_num=0]
Epoch 179: 91%|βββββββββ | 20/22 [00:00<00:00, 146.39it/s, v_num=0]
Epoch 179: 95%|ββββββββββ| 21/22 [00:00<00:00, 147.16it/s, v_num=0]
Epoch 179: 95%|ββββββββββ| 21/22 [00:00<00:00, 146.26it/s, v_num=0]
Epoch 179: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.23it/s, v_num=0]
Epoch 179: 100%|ββββββββββ| 22/22 [00:00<00:00, 146.41it/s, v_num=0]
Epoch 179: 100%|ββββββββββ| 22/22 [00:00<00:00, 143.91it/s, v_num=0]
Epoch 179: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 180: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 180: 5%|β | 1/22 [00:00<00:00, 152.59it/s, v_num=0]
Epoch 180: 5%|β | 1/22 [00:00<00:00, 134.05it/s, v_num=0]
Epoch 180: 9%|β | 2/22 [00:00<00:00, 155.30it/s, v_num=0]
Epoch 180: 9%|β | 2/22 [00:00<00:00, 134.58it/s, v_num=0]
Epoch 180: 14%|ββ | 3/22 [00:00<00:00, 149.87it/s, v_num=0]
Epoch 180: 14%|ββ | 3/22 [00:00<00:00, 133.00it/s, v_num=0]
Epoch 180: 18%|ββ | 4/22 [00:00<00:00, 148.33it/s, v_num=0]
Epoch 180: 18%|ββ | 4/22 [00:00<00:00, 143.55it/s, v_num=0]
Epoch 180: 23%|βββ | 5/22 [00:00<00:00, 150.67it/s, v_num=0]
Epoch 180: 23%|βββ | 5/22 [00:00<00:00, 146.18it/s, v_num=0]
Epoch 180: 27%|βββ | 6/22 [00:00<00:00, 149.65it/s, v_num=0]
Epoch 180: 27%|βββ | 6/22 [00:00<00:00, 145.78it/s, v_num=0]
Epoch 180: 32%|ββββ | 7/22 [00:00<00:00, 150.85it/s, v_num=0]
Epoch 180: 32%|ββββ | 7/22 [00:00<00:00, 147.77it/s, v_num=0]
Epoch 180: 36%|ββββ | 8/22 [00:00<00:00, 150.09it/s, v_num=0]
Epoch 180: 36%|ββββ | 8/22 [00:00<00:00, 147.63it/s, v_num=0]
Epoch 180: 41%|ββββ | 9/22 [00:00<00:00, 151.19it/s, v_num=0]
Epoch 180: 41%|ββββ | 9/22 [00:00<00:00, 149.21it/s, v_num=0]
Epoch 180: 45%|βββββ | 10/22 [00:00<00:00, 150.97it/s, v_num=0]
Epoch 180: 45%|βββββ | 10/22 [00:00<00:00, 146.50it/s, v_num=0]
Epoch 180: 50%|βββββ | 11/22 [00:00<00:00, 144.96it/s, v_num=0]
Epoch 180: 50%|βββββ | 11/22 [00:00<00:00, 138.64it/s, v_num=0]
Epoch 180: 55%|ββββββ | 12/22 [00:00<00:00, 141.35it/s, v_num=0]
Epoch 180: 55%|ββββββ | 12/22 [00:00<00:00, 137.34it/s, v_num=0]
Epoch 180: 59%|ββββββ | 13/22 [00:00<00:00, 138.72it/s, v_num=0]
Epoch 180: 59%|ββββββ | 13/22 [00:00<00:00, 134.59it/s, v_num=0]
Epoch 180: 64%|βββββββ | 14/22 [00:00<00:00, 136.72it/s, v_num=0]
Epoch 180: 64%|βββββββ | 14/22 [00:00<00:00, 132.98it/s, v_num=0]
Epoch 180: 68%|βββββββ | 15/22 [00:00<00:00, 134.65it/s, v_num=0]
Epoch 180: 68%|βββββββ | 15/22 [00:00<00:00, 133.09it/s, v_num=0]
Epoch 180: 73%|ββββββββ | 16/22 [00:00<00:00, 137.63it/s, v_num=0]
Epoch 180: 73%|ββββββββ | 16/22 [00:00<00:00, 136.28it/s, v_num=0]
Epoch 180: 77%|ββββββββ | 17/22 [00:00<00:00, 140.43it/s, v_num=0]
Epoch 180: 77%|ββββββββ | 17/22 [00:00<00:00, 138.87it/s, v_num=0]
Epoch 180: 82%|βββββββββ | 18/22 [00:00<00:00, 142.80it/s, v_num=0]
Epoch 180: 82%|βββββββββ | 18/22 [00:00<00:00, 141.54it/s, v_num=0]
Epoch 180: 86%|βββββββββ | 19/22 [00:00<00:00, 144.94it/s, v_num=0]
Epoch 180: 86%|βββββββββ | 19/22 [00:00<00:00, 143.52it/s, v_num=0]
Epoch 180: 91%|βββββββββ | 20/22 [00:00<00:00, 147.05it/s, v_num=0]
Epoch 180: 91%|βββββββββ | 20/22 [00:00<00:00, 145.80it/s, v_num=0]
Epoch 180: 95%|ββββββββββ| 21/22 [00:00<00:00, 149.41it/s, v_num=0]
Epoch 180: 95%|ββββββββββ| 21/22 [00:00<00:00, 147.87it/s, v_num=0]
Epoch 180: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.03it/s, v_num=0]
Epoch 180: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.88it/s, v_num=0]
Epoch 180: 100%|ββββββββββ| 22/22 [00:00<00:00, 148.61it/s, v_num=0]
Epoch 180: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 181: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 181: 5%|β | 1/22 [00:00<00:00, 192.88it/s, v_num=0]
Epoch 181: 5%|β | 1/22 [00:00<00:00, 153.81it/s, v_num=0]
Epoch 181: 9%|β | 2/22 [00:00<00:00, 198.11it/s, v_num=0]
Epoch 181: 9%|β | 2/22 [00:00<00:00, 176.01it/s, v_num=0]
Epoch 181: 14%|ββ | 3/22 [00:00<00:00, 196.37it/s, v_num=0]
Epoch 181: 14%|ββ | 3/22 [00:00<00:00, 180.28it/s, v_num=0]
Epoch 181: 18%|ββ | 4/22 [00:00<00:00, 194.44it/s, v_num=0]
Epoch 181: 18%|ββ | 4/22 [00:00<00:00, 180.19it/s, v_num=0]
Epoch 181: 23%|βββ | 5/22 [00:00<00:00, 190.59it/s, v_num=0]
Epoch 181: 23%|βββ | 5/22 [00:00<00:00, 183.13it/s, v_num=0]
Epoch 181: 27%|βββ | 6/22 [00:00<00:00, 193.88it/s, v_num=0]
Epoch 181: 27%|βββ | 6/22 [00:00<00:00, 186.67it/s, v_num=0]
Epoch 181: 32%|ββββ | 7/22 [00:00<00:00, 196.07it/s, v_num=0]
Epoch 181: 32%|ββββ | 7/22 [00:00<00:00, 189.43it/s, v_num=0]
Epoch 181: 36%|ββββ | 8/22 [00:00<00:00, 195.51it/s, v_num=0]
Epoch 181: 36%|ββββ | 8/22 [00:00<00:00, 190.14it/s, v_num=0]
Epoch 181: 41%|ββββ | 9/22 [00:00<00:00, 196.20it/s, v_num=0]
Epoch 181: 41%|ββββ | 9/22 [00:00<00:00, 191.28it/s, v_num=0]
Epoch 181: 45%|βββββ | 10/22 [00:00<00:00, 192.33it/s, v_num=0]
Epoch 181: 45%|βββββ | 10/22 [00:00<00:00, 187.82it/s, v_num=0]
Epoch 181: 50%|βββββ | 11/22 [00:00<00:00, 191.57it/s, v_num=0]
Epoch 181: 50%|βββββ | 11/22 [00:00<00:00, 187.92it/s, v_num=0]
Epoch 181: 55%|ββββββ | 12/22 [00:00<00:00, 193.56it/s, v_num=0]
Epoch 181: 55%|ββββββ | 12/22 [00:00<00:00, 189.50it/s, v_num=0]
Epoch 181: 59%|ββββββ | 13/22 [00:00<00:00, 194.69it/s, v_num=0]
Epoch 181: 59%|ββββββ | 13/22 [00:00<00:00, 191.46it/s, v_num=0]
Epoch 181: 64%|βββββββ | 14/22 [00:00<00:00, 195.38it/s, v_num=0]
Epoch 181: 64%|βββββββ | 14/22 [00:00<00:00, 192.38it/s, v_num=0]
Epoch 181: 68%|βββββββ | 15/22 [00:00<00:00, 196.16it/s, v_num=0]
Epoch 181: 68%|βββββββ | 15/22 [00:00<00:00, 193.00it/s, v_num=0]
Epoch 181: 73%|ββββββββ | 16/22 [00:00<00:00, 197.19it/s, v_num=0]
Epoch 181: 73%|ββββββββ | 16/22 [00:00<00:00, 194.41it/s, v_num=0]
Epoch 181: 77%|ββββββββ | 17/22 [00:00<00:00, 197.54it/s, v_num=0]
Epoch 181: 77%|ββββββββ | 17/22 [00:00<00:00, 195.19it/s, v_num=0]
Epoch 181: 82%|βββββββββ | 18/22 [00:00<00:00, 198.02it/s, v_num=0]
Epoch 181: 82%|βββββββββ | 18/22 [00:00<00:00, 195.47it/s, v_num=0]
Epoch 181: 86%|βββββββββ | 19/22 [00:00<00:00, 191.25it/s, v_num=0]
Epoch 181: 86%|βββββββββ | 19/22 [00:00<00:00, 188.83it/s, v_num=0]
Epoch 181: 91%|βββββββββ | 20/22 [00:00<00:00, 191.18it/s, v_num=0]
Epoch 181: 91%|βββββββββ | 20/22 [00:00<00:00, 189.14it/s, v_num=0]
Epoch 181: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.95it/s, v_num=0]
Epoch 181: 95%|ββββββββββ| 21/22 [00:00<00:00, 189.98it/s, v_num=0]
Epoch 181: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.71it/s, v_num=0]
Epoch 181: 100%|ββββββββββ| 22/22 [00:00<00:00, 190.42it/s, v_num=0]
Epoch 181: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.42it/s, v_num=0]
Epoch 181: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 182: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 182: 5%|β | 1/22 [00:00<00:00, 201.13it/s, v_num=0]
Epoch 182: 5%|β | 1/22 [00:00<00:00, 162.92it/s, v_num=0]
Epoch 182: 9%|β | 2/22 [00:00<00:00, 200.38it/s, v_num=0]
Epoch 182: 9%|β | 2/22 [00:00<00:00, 176.16it/s, v_num=0]
Epoch 182: 14%|ββ | 3/22 [00:00<00:00, 195.19it/s, v_num=0]
Epoch 182: 14%|ββ | 3/22 [00:00<00:00, 180.15it/s, v_num=0]
Epoch 182: 18%|ββ | 4/22 [00:00<00:00, 195.89it/s, v_num=0]
Epoch 182: 18%|ββ | 4/22 [00:00<00:00, 184.75it/s, v_num=0]
Epoch 182: 23%|βββ | 5/22 [00:00<00:00, 196.55it/s, v_num=0]
Epoch 182: 23%|βββ | 5/22 [00:00<00:00, 186.73it/s, v_num=0]
Epoch 182: 27%|βββ | 6/22 [00:00<00:00, 197.78it/s, v_num=0]
Epoch 182: 27%|βββ | 6/22 [00:00<00:00, 190.20it/s, v_num=0]
Epoch 182: 32%|ββββ | 7/22 [00:00<00:00, 190.23it/s, v_num=0]
Epoch 182: 32%|ββββ | 7/22 [00:00<00:00, 184.81it/s, v_num=0]
Epoch 182: 36%|ββββ | 8/22 [00:00<00:00, 193.30it/s, v_num=0]
Epoch 182: 36%|ββββ | 8/22 [00:00<00:00, 171.57it/s, v_num=0]
Epoch 182: 41%|ββββ | 9/22 [00:00<00:00, 176.28it/s, v_num=0]
Epoch 182: 41%|ββββ | 9/22 [00:00<00:00, 173.48it/s, v_num=0]
Epoch 182: 45%|βββββ | 10/22 [00:00<00:00, 176.73it/s, v_num=0]
Epoch 182: 45%|βββββ | 10/22 [00:00<00:00, 170.08it/s, v_num=0]
Epoch 182: 50%|βββββ | 11/22 [00:00<00:00, 174.80it/s, v_num=0]
Epoch 182: 50%|βββββ | 11/22 [00:00<00:00, 171.03it/s, v_num=0]
Epoch 182: 55%|ββββββ | 12/22 [00:00<00:00, 168.40it/s, v_num=0]
Epoch 182: 55%|ββββββ | 12/22 [00:00<00:00, 165.68it/s, v_num=0]
Epoch 182: 59%|ββββββ | 13/22 [00:00<00:00, 169.18it/s, v_num=0]
Epoch 182: 59%|ββββββ | 13/22 [00:00<00:00, 166.37it/s, v_num=0]
Epoch 182: 64%|βββββββ | 14/22 [00:00<00:00, 170.71it/s, v_num=0]
Epoch 182: 64%|βββββββ | 14/22 [00:00<00:00, 168.32it/s, v_num=0]
Epoch 182: 68%|βββββββ | 15/22 [00:00<00:00, 172.63it/s, v_num=0]
Epoch 182: 68%|βββββββ | 15/22 [00:00<00:00, 170.50it/s, v_num=0]
Epoch 182: 73%|ββββββββ | 16/22 [00:00<00:00, 174.05it/s, v_num=0]
Epoch 182: 73%|ββββββββ | 16/22 [00:00<00:00, 172.01it/s, v_num=0]
Epoch 182: 77%|ββββββββ | 17/22 [00:00<00:00, 175.92it/s, v_num=0]
Epoch 182: 77%|ββββββββ | 17/22 [00:00<00:00, 173.93it/s, v_num=0]
Epoch 182: 82%|βββββββββ | 18/22 [00:00<00:00, 177.66it/s, v_num=0]
Epoch 182: 82%|βββββββββ | 18/22 [00:00<00:00, 175.70it/s, v_num=0]
Epoch 182: 86%|βββββββββ | 19/22 [00:00<00:00, 178.57it/s, v_num=0]
Epoch 182: 86%|βββββββββ | 19/22 [00:00<00:00, 176.73it/s, v_num=0]
Epoch 182: 91%|βββββββββ | 20/22 [00:00<00:00, 179.98it/s, v_num=0]
Epoch 182: 91%|βββββββββ | 20/22 [00:00<00:00, 178.20it/s, v_num=0]
Epoch 182: 95%|ββββββββββ| 21/22 [00:00<00:00, 180.93it/s, v_num=0]
Epoch 182: 95%|ββββββββββ| 21/22 [00:00<00:00, 179.31it/s, v_num=0]
Epoch 182: 100%|ββββββββββ| 22/22 [00:00<00:00, 182.38it/s, v_num=0]
Epoch 182: 100%|ββββββββββ| 22/22 [00:00<00:00, 180.30it/s, v_num=0]
Epoch 182: 100%|ββββββββββ| 22/22 [00:00<00:00, 178.59it/s, v_num=0]
Epoch 182: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 183: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 183: 5%|β | 1/22 [00:00<00:00, 233.09it/s, v_num=0]
Epoch 183: 5%|β | 1/22 [00:00<00:00, 185.33it/s, v_num=0]
Epoch 183: 9%|β | 2/22 [00:00<00:00, 190.46it/s, v_num=0]
Epoch 183: 9%|β | 2/22 [00:00<00:00, 169.28it/s, v_num=0]
Epoch 183: 14%|ββ | 3/22 [00:00<00:00, 185.93it/s, v_num=0]
Epoch 183: 14%|ββ | 3/22 [00:00<00:00, 173.28it/s, v_num=0]
Epoch 183: 18%|ββ | 4/22 [00:00<00:00, 189.11it/s, v_num=0]
Epoch 183: 18%|ββ | 4/22 [00:00<00:00, 179.67it/s, v_num=0]
Epoch 183: 23%|βββ | 5/22 [00:00<00:00, 189.46it/s, v_num=0]
Epoch 183: 23%|βββ | 5/22 [00:00<00:00, 181.19it/s, v_num=0]
Epoch 183: 27%|βββ | 6/22 [00:00<00:00, 191.47it/s, v_num=0]
Epoch 183: 27%|βββ | 6/22 [00:00<00:00, 184.32it/s, v_num=0]
Epoch 183: 32%|ββββ | 7/22 [00:00<00:00, 191.49it/s, v_num=0]
Epoch 183: 32%|ββββ | 7/22 [00:00<00:00, 185.09it/s, v_num=0]
Epoch 183: 36%|ββββ | 8/22 [00:00<00:00, 190.45it/s, v_num=0]
Epoch 183: 36%|ββββ | 8/22 [00:00<00:00, 185.41it/s, v_num=0]
Epoch 183: 41%|ββββ | 9/22 [00:00<00:00, 191.71it/s, v_num=0]
Epoch 183: 41%|ββββ | 9/22 [00:00<00:00, 186.37it/s, v_num=0]
Epoch 183: 45%|βββββ | 10/22 [00:00<00:00, 191.66it/s, v_num=0]
Epoch 183: 45%|βββββ | 10/22 [00:00<00:00, 187.13it/s, v_num=0]
Epoch 183: 50%|βββββ | 11/22 [00:00<00:00, 192.14it/s, v_num=0]
Epoch 183: 50%|βββββ | 11/22 [00:00<00:00, 185.66it/s, v_num=0]
Epoch 183: 55%|ββββββ | 12/22 [00:00<00:00, 190.58it/s, v_num=0]
Epoch 183: 55%|ββββββ | 12/22 [00:00<00:00, 186.77it/s, v_num=0]
Epoch 183: 59%|ββββββ | 13/22 [00:00<00:00, 190.69it/s, v_num=0]
Epoch 183: 59%|ββββββ | 13/22 [00:00<00:00, 187.23it/s, v_num=0]
Epoch 183: 64%|βββββββ | 14/22 [00:00<00:00, 190.04it/s, v_num=0]
Epoch 183: 64%|βββββββ | 14/22 [00:00<00:00, 187.12it/s, v_num=0]
Epoch 183: 68%|βββββββ | 15/22 [00:00<00:00, 190.23it/s, v_num=0]
Epoch 183: 68%|βββββββ | 15/22 [00:00<00:00, 187.23it/s, v_num=0]
Epoch 183: 73%|ββββββββ | 16/22 [00:00<00:00, 189.05it/s, v_num=0]
Epoch 183: 73%|ββββββββ | 16/22 [00:00<00:00, 186.13it/s, v_num=0]
Epoch 183: 77%|ββββββββ | 17/22 [00:00<00:00, 188.76it/s, v_num=0]
Epoch 183: 77%|ββββββββ | 17/22 [00:00<00:00, 186.31it/s, v_num=0]
Epoch 183: 82%|βββββββββ | 18/22 [00:00<00:00, 188.61it/s, v_num=0]
Epoch 183: 82%|βββββββββ | 18/22 [00:00<00:00, 186.28it/s, v_num=0]
Epoch 183: 86%|βββββββββ | 19/22 [00:00<00:00, 187.44it/s, v_num=0]
Epoch 183: 86%|βββββββββ | 19/22 [00:00<00:00, 184.99it/s, v_num=0]
Epoch 183: 91%|βββββββββ | 20/22 [00:00<00:00, 187.59it/s, v_num=0]
Epoch 183: 91%|βββββββββ | 20/22 [00:00<00:00, 185.56it/s, v_num=0]
Epoch 183: 95%|ββββββββββ| 21/22 [00:00<00:00, 188.15it/s, v_num=0]
Epoch 183: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.23it/s, v_num=0]
Epoch 183: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.96it/s, v_num=0]
Epoch 183: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.13it/s, v_num=0]
Epoch 183: 100%|ββββββββββ| 22/22 [00:00<00:00, 184.92it/s, v_num=0]
Epoch 183: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 184: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 184: 5%|β | 1/22 [00:00<00:00, 190.61it/s, v_num=0]
Epoch 184: 5%|β | 1/22 [00:00<00:00, 154.40it/s, v_num=0]
Epoch 184: 9%|β | 2/22 [00:00<00:00, 196.58it/s, v_num=0]
Epoch 184: 9%|β | 2/22 [00:00<00:00, 177.07it/s, v_num=0]
Epoch 184: 14%|ββ | 3/22 [00:00<00:00, 178.68it/s, v_num=0]
Epoch 184: 14%|ββ | 3/22 [00:00<00:00, 167.83it/s, v_num=0]
Epoch 184: 18%|ββ | 4/22 [00:00<00:00, 185.90it/s, v_num=0]
Epoch 184: 18%|ββ | 4/22 [00:00<00:00, 177.03it/s, v_num=0]
Epoch 184: 23%|βββ | 5/22 [00:00<00:00, 191.14it/s, v_num=0]
Epoch 184: 23%|βββ | 5/22 [00:00<00:00, 183.43it/s, v_num=0]
Epoch 184: 27%|βββ | 6/22 [00:00<00:00, 192.85it/s, v_num=0]
Epoch 184: 27%|βββ | 6/22 [00:00<00:00, 185.60it/s, v_num=0]
Epoch 184: 32%|ββββ | 7/22 [00:00<00:00, 193.73it/s, v_num=0]
Epoch 184: 32%|ββββ | 7/22 [00:00<00:00, 187.41it/s, v_num=0]
Epoch 184: 36%|ββββ | 8/22 [00:00<00:00, 195.59it/s, v_num=0]
Epoch 184: 36%|ββββ | 8/22 [00:00<00:00, 189.92it/s, v_num=0]
Epoch 184: 41%|ββββ | 9/22 [00:00<00:00, 194.60it/s, v_num=0]
Epoch 184: 41%|ββββ | 9/22 [00:00<00:00, 189.93it/s, v_num=0]
Epoch 184: 45%|βββββ | 10/22 [00:00<00:00, 196.59it/s, v_num=0]
Epoch 184: 45%|βββββ | 10/22 [00:00<00:00, 192.09it/s, v_num=0]
Epoch 184: 50%|βββββ | 11/22 [00:00<00:00, 189.91it/s, v_num=0]
Epoch 184: 50%|βββββ | 11/22 [00:00<00:00, 173.69it/s, v_num=0]
Epoch 184: 55%|ββββββ | 12/22 [00:00<00:00, 173.10it/s, v_num=0]
Epoch 184: 55%|ββββββ | 12/22 [00:00<00:00, 170.74it/s, v_num=0]
Epoch 184: 59%|ββββββ | 13/22 [00:00<00:00, 163.96it/s, v_num=0]
Epoch 184: 59%|ββββββ | 13/22 [00:00<00:00, 159.50it/s, v_num=0]
Epoch 184: 64%|βββββββ | 14/22 [00:00<00:00, 162.87it/s, v_num=0]
Epoch 184: 64%|βββββββ | 14/22 [00:00<00:00, 161.27it/s, v_num=0]
Epoch 184: 68%|βββββββ | 15/22 [00:00<00:00, 162.73it/s, v_num=0]
Epoch 184: 68%|βββββββ | 15/22 [00:00<00:00, 159.12it/s, v_num=0]
Epoch 184: 73%|ββββββββ | 16/22 [00:00<00:00, 160.80it/s, v_num=0]
Epoch 184: 73%|ββββββββ | 16/22 [00:00<00:00, 159.12it/s, v_num=0]
Epoch 184: 77%|ββββββββ | 17/22 [00:00<00:00, 163.22it/s, v_num=0]
Epoch 184: 77%|ββββββββ | 17/22 [00:00<00:00, 161.54it/s, v_num=0]
Epoch 184: 82%|βββββββββ | 18/22 [00:00<00:00, 165.07it/s, v_num=0]
Epoch 184: 82%|βββββββββ | 18/22 [00:00<00:00, 163.41it/s, v_num=0]
Epoch 184: 86%|βββββββββ | 19/22 [00:00<00:00, 164.21it/s, v_num=0]
Epoch 184: 86%|βββββββββ | 19/22 [00:00<00:00, 162.51it/s, v_num=0]
Epoch 184: 91%|βββββββββ | 20/22 [00:00<00:00, 165.80it/s, v_num=0]
Epoch 184: 91%|βββββββββ | 20/22 [00:00<00:00, 164.11it/s, v_num=0]
Epoch 184: 95%|ββββββββββ| 21/22 [00:00<00:00, 166.57it/s, v_num=0]
Epoch 184: 95%|ββββββββββ| 21/22 [00:00<00:00, 165.07it/s, v_num=0]
Epoch 184: 100%|ββββββββββ| 22/22 [00:00<00:00, 167.73it/s, v_num=0]
Epoch 184: 100%|ββββββββββ| 22/22 [00:00<00:00, 166.29it/s, v_num=0]
Epoch 184: 100%|ββββββββββ| 22/22 [00:00<00:00, 164.92it/s, v_num=0]
Epoch 184: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 185: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 185: 5%|β | 1/22 [00:00<00:00, 194.25it/s, v_num=0]
Epoch 185: 5%|β | 1/22 [00:00<00:00, 160.38it/s, v_num=0]
Epoch 185: 9%|β | 2/22 [00:00<00:00, 186.16it/s, v_num=0]
Epoch 185: 9%|β | 2/22 [00:00<00:00, 172.99it/s, v_num=0]
Epoch 185: 14%|ββ | 3/22 [00:00<00:00, 191.88it/s, v_num=0]
Epoch 185: 14%|ββ | 3/22 [00:00<00:00, 181.66it/s, v_num=0]
Epoch 185: 18%|ββ | 4/22 [00:00<00:00, 193.44it/s, v_num=0]
Epoch 185: 18%|ββ | 4/22 [00:00<00:00, 184.91it/s, v_num=0]
Epoch 185: 23%|βββ | 5/22 [00:00<00:00, 195.97it/s, v_num=0]
Epoch 185: 23%|βββ | 5/22 [00:00<00:00, 186.63it/s, v_num=0]
Epoch 185: 27%|βββ | 6/22 [00:00<00:00, 194.07it/s, v_num=0]
Epoch 185: 27%|βββ | 6/22 [00:00<00:00, 189.30it/s, v_num=0]
Epoch 185: 32%|ββββ | 7/22 [00:00<00:00, 197.34it/s, v_num=0]
Epoch 185: 32%|ββββ | 7/22 [00:00<00:00, 191.77it/s, v_num=0]
Epoch 185: 36%|ββββ | 8/22 [00:00<00:00, 195.38it/s, v_num=0]
Epoch 185: 36%|ββββ | 8/22 [00:00<00:00, 190.17it/s, v_num=0]
Epoch 185: 41%|ββββ | 9/22 [00:00<00:00, 195.48it/s, v_num=0]
Epoch 185: 41%|ββββ | 9/22 [00:00<00:00, 192.31it/s, v_num=0]
Epoch 185: 45%|βββββ | 10/22 [00:00<00:00, 196.87it/s, v_num=0]
Epoch 185: 45%|βββββ | 10/22 [00:00<00:00, 192.18it/s, v_num=0]
Epoch 185: 50%|βββββ | 11/22 [00:00<00:00, 195.79it/s, v_num=0]
Epoch 185: 50%|βββββ | 11/22 [00:00<00:00, 192.93it/s, v_num=0]
Epoch 185: 55%|ββββββ | 12/22 [00:00<00:00, 196.43it/s, v_num=0]
Epoch 185: 55%|ββββββ | 12/22 [00:00<00:00, 193.24it/s, v_num=0]
Epoch 185: 59%|ββββββ | 13/22 [00:00<00:00, 197.16it/s, v_num=0]
Epoch 185: 59%|ββββββ | 13/22 [00:00<00:00, 194.26it/s, v_num=0]
Epoch 185: 64%|βββββββ | 14/22 [00:00<00:00, 195.66it/s, v_num=0]
Epoch 185: 64%|βββββββ | 14/22 [00:00<00:00, 192.93it/s, v_num=0]
Epoch 185: 68%|βββββββ | 15/22 [00:00<00:00, 195.31it/s, v_num=0]
Epoch 185: 68%|βββββββ | 15/22 [00:00<00:00, 192.80it/s, v_num=0]
Epoch 185: 73%|ββββββββ | 16/22 [00:00<00:00, 195.19it/s, v_num=0]
Epoch 185: 73%|ββββββββ | 16/22 [00:00<00:00, 192.89it/s, v_num=0]
Epoch 185: 77%|ββββββββ | 17/22 [00:00<00:00, 192.93it/s, v_num=0]
Epoch 185: 77%|ββββββββ | 17/22 [00:00<00:00, 189.38it/s, v_num=0]
Epoch 185: 82%|βββββββββ | 18/22 [00:00<00:00, 192.13it/s, v_num=0]
Epoch 185: 82%|βββββββββ | 18/22 [00:00<00:00, 190.38it/s, v_num=0]
Epoch 185: 86%|βββββββββ | 19/22 [00:00<00:00, 192.45it/s, v_num=0]
Epoch 185: 86%|βββββββββ | 19/22 [00:00<00:00, 190.23it/s, v_num=0]
Epoch 185: 91%|βββββββββ | 20/22 [00:00<00:00, 192.06it/s, v_num=0]
Epoch 185: 91%|βββββββββ | 20/22 [00:00<00:00, 190.52it/s, v_num=0]
Epoch 185: 95%|ββββββββββ| 21/22 [00:00<00:00, 192.30it/s, v_num=0]
Epoch 185: 95%|ββββββββββ| 21/22 [00:00<00:00, 190.39it/s, v_num=0]
Epoch 185: 100%|ββββββββββ| 22/22 [00:00<00:00, 192.13it/s, v_num=0]
Epoch 185: 100%|ββββββββββ| 22/22 [00:00<00:00, 190.04it/s, v_num=0]
Epoch 185: 100%|ββββββββββ| 22/22 [00:00<00:00, 187.79it/s, v_num=0]
Epoch 185: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 186: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 186: 5%|β | 1/22 [00:00<00:00, 208.60it/s, v_num=0]
Epoch 186: 5%|β | 1/22 [00:00<00:00, 163.60it/s, v_num=0]
Epoch 186: 9%|β | 2/22 [00:00<00:00, 190.14it/s, v_num=0]
Epoch 186: 9%|β | 2/22 [00:00<00:00, 167.28it/s, v_num=0]
Epoch 186: 14%|ββ | 3/22 [00:00<00:00, 188.40it/s, v_num=0]
Epoch 186: 14%|ββ | 3/22 [00:00<00:00, 176.40it/s, v_num=0]
Epoch 186: 18%|ββ | 4/22 [00:00<00:00, 186.92it/s, v_num=0]
Epoch 186: 18%|ββ | 4/22 [00:00<00:00, 177.33it/s, v_num=0]
Epoch 186: 23%|βββ | 5/22 [00:00<00:00, 188.45it/s, v_num=0]
Epoch 186: 23%|βββ | 5/22 [00:00<00:00, 182.58it/s, v_num=0]
Epoch 186: 27%|βββ | 6/22 [00:00<00:00, 189.53it/s, v_num=0]
Epoch 186: 27%|βββ | 6/22 [00:00<00:00, 184.58it/s, v_num=0]
Epoch 186: 32%|ββββ | 7/22 [00:00<00:00, 184.52it/s, v_num=0]
Epoch 186: 32%|ββββ | 7/22 [00:00<00:00, 173.17it/s, v_num=0]
Epoch 186: 36%|ββββ | 8/22 [00:00<00:00, 176.19it/s, v_num=0]
Epoch 186: 36%|ββββ | 8/22 [00:00<00:00, 169.00it/s, v_num=0]
Epoch 186: 41%|ββββ | 9/22 [00:00<00:00, 164.66it/s, v_num=0]
Epoch 186: 41%|ββββ | 9/22 [00:00<00:00, 158.38it/s, v_num=0]
Epoch 186: 45%|βββββ | 10/22 [00:00<00:00, 162.51it/s, v_num=0]
Epoch 186: 45%|βββββ | 10/22 [00:00<00:00, 157.03it/s, v_num=0]
Epoch 186: 50%|βββββ | 11/22 [00:00<00:00, 162.68it/s, v_num=0]
Epoch 186: 50%|βββββ | 11/22 [00:00<00:00, 159.93it/s, v_num=0]
Epoch 186: 55%|ββββββ | 12/22 [00:00<00:00, 161.59it/s, v_num=0]
Epoch 186: 55%|ββββββ | 12/22 [00:00<00:00, 159.13it/s, v_num=0]
Epoch 186: 59%|ββββββ | 13/22 [00:00<00:00, 164.57it/s, v_num=0]
Epoch 186: 59%|ββββββ | 13/22 [00:00<00:00, 161.84it/s, v_num=0]
Epoch 186: 64%|βββββββ | 14/22 [00:00<00:00, 166.84it/s, v_num=0]
Epoch 186: 64%|βββββββ | 14/22 [00:00<00:00, 164.56it/s, v_num=0]
Epoch 186: 68%|βββββββ | 15/22 [00:00<00:00, 169.38it/s, v_num=0]
Epoch 186: 68%|βββββββ | 15/22 [00:00<00:00, 166.67it/s, v_num=0]
Epoch 186: 73%|ββββββββ | 16/22 [00:00<00:00, 171.04it/s, v_num=0]
Epoch 186: 73%|ββββββββ | 16/22 [00:00<00:00, 168.88it/s, v_num=0]
Epoch 186: 77%|ββββββββ | 17/22 [00:00<00:00, 172.33it/s, v_num=0]
Epoch 186: 77%|ββββββββ | 17/22 [00:00<00:00, 169.97it/s, v_num=0]
Epoch 186: 82%|βββββββββ | 18/22 [00:00<00:00, 173.46it/s, v_num=0]
Epoch 186: 82%|βββββββββ | 18/22 [00:00<00:00, 171.58it/s, v_num=0]
Epoch 186: 86%|βββββββββ | 19/22 [00:00<00:00, 174.70it/s, v_num=0]
Epoch 186: 86%|βββββββββ | 19/22 [00:00<00:00, 172.70it/s, v_num=0]
Epoch 186: 91%|βββββββββ | 20/22 [00:00<00:00, 175.95it/s, v_num=0]
Epoch 186: 91%|βββββββββ | 20/22 [00:00<00:00, 174.19it/s, v_num=0]
Epoch 186: 95%|ββββββββββ| 21/22 [00:00<00:00, 176.84it/s, v_num=0]
Epoch 186: 95%|ββββββββββ| 21/22 [00:00<00:00, 174.96it/s, v_num=0]
Epoch 186: 100%|ββββββββββ| 22/22 [00:00<00:00, 177.54it/s, v_num=0]
Epoch 186: 100%|ββββββββββ| 22/22 [00:00<00:00, 175.95it/s, v_num=0]
Epoch 186: 100%|ββββββββββ| 22/22 [00:00<00:00, 174.29it/s, v_num=0]
Epoch 186: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 187: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 187: 5%|β | 1/22 [00:00<00:00, 206.42it/s, v_num=0]
Epoch 187: 5%|β | 1/22 [00:00<00:00, 166.25it/s, v_num=0]
Epoch 187: 9%|β | 2/22 [00:00<00:00, 180.55it/s, v_num=0]
Epoch 187: 9%|β | 2/22 [00:00<00:00, 163.64it/s, v_num=0]
Epoch 187: 14%|ββ | 3/22 [00:00<00:00, 187.66it/s, v_num=0]
Epoch 187: 14%|ββ | 3/22 [00:00<00:00, 175.03it/s, v_num=0]
Epoch 187: 18%|ββ | 4/22 [00:00<00:00, 184.04it/s, v_num=0]
Epoch 187: 18%|ββ | 4/22 [00:00<00:00, 172.64it/s, v_num=0]
Epoch 187: 23%|βββ | 5/22 [00:00<00:00, 186.87it/s, v_num=0]
Epoch 187: 23%|βββ | 5/22 [00:00<00:00, 179.29it/s, v_num=0]
Epoch 187: 27%|βββ | 6/22 [00:00<00:00, 187.57it/s, v_num=0]
Epoch 187: 27%|βββ | 6/22 [00:00<00:00, 180.66it/s, v_num=0]
Epoch 187: 32%|ββββ | 7/22 [00:00<00:00, 190.50it/s, v_num=0]
Epoch 187: 32%|ββββ | 7/22 [00:00<00:00, 184.99it/s, v_num=0]
Epoch 187: 36%|ββββ | 8/22 [00:00<00:00, 181.39it/s, v_num=0]
Epoch 187: 36%|ββββ | 8/22 [00:00<00:00, 176.58it/s, v_num=0]
Epoch 187: 41%|ββββ | 9/22 [00:00<00:00, 183.40it/s, v_num=0]
Epoch 187: 41%|ββββ | 9/22 [00:00<00:00, 178.77it/s, v_num=0]
Epoch 187: 45%|βββββ | 10/22 [00:00<00:00, 183.44it/s, v_num=0]
Epoch 187: 45%|βββββ | 10/22 [00:00<00:00, 178.75it/s, v_num=0]
Epoch 187: 50%|βββββ | 11/22 [00:00<00:00, 181.99it/s, v_num=0]
Epoch 187: 50%|βββββ | 11/22 [00:00<00:00, 178.53it/s, v_num=0]
Epoch 187: 55%|ββββββ | 12/22 [00:00<00:00, 182.96it/s, v_num=0]
Epoch 187: 55%|ββββββ | 12/22 [00:00<00:00, 179.61it/s, v_num=0]
Epoch 187: 59%|ββββββ | 13/22 [00:00<00:00, 183.15it/s, v_num=0]
Epoch 187: 59%|ββββββ | 13/22 [00:00<00:00, 180.30it/s, v_num=0]
Epoch 187: 64%|βββββββ | 14/22 [00:00<00:00, 183.20it/s, v_num=0]
Epoch 187: 64%|βββββββ | 14/22 [00:00<00:00, 180.30it/s, v_num=0]
Epoch 187: 68%|βββββββ | 15/22 [00:00<00:00, 182.87it/s, v_num=0]
Epoch 187: 68%|βββββββ | 15/22 [00:00<00:00, 180.22it/s, v_num=0]
Epoch 187: 73%|ββββββββ | 16/22 [00:00<00:00, 183.68it/s, v_num=0]
Epoch 187: 73%|ββββββββ | 16/22 [00:00<00:00, 181.36it/s, v_num=0]
Epoch 187: 77%|ββββββββ | 17/22 [00:00<00:00, 183.79it/s, v_num=0]
Epoch 187: 77%|ββββββββ | 17/22 [00:00<00:00, 181.69it/s, v_num=0]
Epoch 187: 82%|βββββββββ | 18/22 [00:00<00:00, 185.44it/s, v_num=0]
Epoch 187: 82%|βββββββββ | 18/22 [00:00<00:00, 183.36it/s, v_num=0]
Epoch 187: 86%|βββββββββ | 19/22 [00:00<00:00, 185.33it/s, v_num=0]
Epoch 187: 86%|βββββββββ | 19/22 [00:00<00:00, 183.27it/s, v_num=0]
Epoch 187: 91%|βββββββββ | 20/22 [00:00<00:00, 185.83it/s, v_num=0]
Epoch 187: 91%|βββββββββ | 20/22 [00:00<00:00, 183.86it/s, v_num=0]
Epoch 187: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.27it/s, v_num=0]
Epoch 187: 95%|ββββββββββ| 21/22 [00:00<00:00, 184.19it/s, v_num=0]
Epoch 187: 100%|ββββββββββ| 22/22 [00:00<00:00, 185.73it/s, v_num=0]
Epoch 187: 100%|ββββββββββ| 22/22 [00:00<00:00, 183.69it/s, v_num=0]
Epoch 187: 100%|ββββββββββ| 22/22 [00:00<00:00, 181.48it/s, v_num=0]
Epoch 187: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 188: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 188: 5%|β | 1/22 [00:00<00:00, 195.95it/s, v_num=0]
Epoch 188: 5%|β | 1/22 [00:00<00:00, 154.26it/s, v_num=0]
Epoch 188: 9%|β | 2/22 [00:00<00:00, 180.98it/s, v_num=0]
Epoch 188: 9%|β | 2/22 [00:00<00:00, 162.98it/s, v_num=0]
Epoch 188: 14%|ββ | 3/22 [00:00<00:00, 187.89it/s, v_num=0]
Epoch 188: 14%|ββ | 3/22 [00:00<00:00, 165.78it/s, v_num=0]
Epoch 188: 18%|ββ | 4/22 [00:00<00:00, 183.14it/s, v_num=0]
Epoch 188: 18%|ββ | 4/22 [00:00<00:00, 174.22it/s, v_num=0]
Epoch 188: 23%|βββ | 5/22 [00:00<00:00, 181.00it/s, v_num=0]
Epoch 188: 23%|βββ | 5/22 [00:00<00:00, 173.43it/s, v_num=0]
Epoch 188: 27%|βββ | 6/22 [00:00<00:00, 185.92it/s, v_num=0]
Epoch 188: 27%|βββ | 6/22 [00:00<00:00, 179.67it/s, v_num=0]
Epoch 188: 32%|ββββ | 7/22 [00:00<00:00, 189.38it/s, v_num=0]
Epoch 188: 32%|ββββ | 7/22 [00:00<00:00, 183.73it/s, v_num=0]
Epoch 188: 36%|ββββ | 8/22 [00:00<00:00, 190.61it/s, v_num=0]
Epoch 188: 36%|ββββ | 8/22 [00:00<00:00, 185.41it/s, v_num=0]
Epoch 188: 41%|ββββ | 9/22 [00:00<00:00, 191.14it/s, v_num=0]
Epoch 188: 41%|ββββ | 9/22 [00:00<00:00, 186.63it/s, v_num=0]
Epoch 188: 45%|βββββ | 10/22 [00:00<00:00, 193.37it/s, v_num=0]
Epoch 188: 45%|βββββ | 10/22 [00:00<00:00, 189.34it/s, v_num=0]
Epoch 188: 50%|βββββ | 11/22 [00:00<00:00, 194.80it/s, v_num=0]
Epoch 188: 50%|βββββ | 11/22 [00:00<00:00, 190.84it/s, v_num=0]
Epoch 188: 55%|ββββββ | 12/22 [00:00<00:00, 194.77it/s, v_num=0]
Epoch 188: 55%|ββββββ | 12/22 [00:00<00:00, 191.31it/s, v_num=0]
Epoch 188: 59%|ββββββ | 13/22 [00:00<00:00, 195.31it/s, v_num=0]
Epoch 188: 59%|ββββββ | 13/22 [00:00<00:00, 192.01it/s, v_num=0]
Epoch 188: 64%|βββββββ | 14/22 [00:00<00:00, 195.98it/s, v_num=0]
Epoch 188: 64%|βββββββ | 14/22 [00:00<00:00, 192.64it/s, v_num=0]
Epoch 188: 68%|βββββββ | 15/22 [00:00<00:00, 191.98it/s, v_num=0]
Epoch 188: 68%|βββββββ | 15/22 [00:00<00:00, 189.23it/s, v_num=0]
Epoch 188: 73%|ββββββββ | 16/22 [00:00<00:00, 193.04it/s, v_num=0]
Epoch 188: 73%|ββββββββ | 16/22 [00:00<00:00, 190.55it/s, v_num=0]
Epoch 188: 77%|ββββββββ | 17/22 [00:00<00:00, 186.85it/s, v_num=0]
Epoch 188: 77%|ββββββββ | 17/22 [00:00<00:00, 182.62it/s, v_num=0]
Epoch 188: 82%|βββββββββ | 18/22 [00:00<00:00, 182.52it/s, v_num=0]
Epoch 188: 82%|βββββββββ | 18/22 [00:00<00:00, 178.75it/s, v_num=0]
Epoch 188: 86%|βββββββββ | 19/22 [00:00<00:00, 179.63it/s, v_num=0]
Epoch 188: 86%|βββββββββ | 19/22 [00:00<00:00, 176.27it/s, v_num=0]
Epoch 188: 91%|βββββββββ | 20/22 [00:00<00:00, 177.80it/s, v_num=0]
Epoch 188: 91%|βββββββββ | 20/22 [00:00<00:00, 173.88it/s, v_num=0]
Epoch 188: 95%|ββββββββββ| 21/22 [00:00<00:00, 173.78it/s, v_num=0]
Epoch 188: 95%|ββββββββββ| 21/22 [00:00<00:00, 172.23it/s, v_num=0]
Epoch 188: 100%|ββββββββββ| 22/22 [00:00<00:00, 172.37it/s, v_num=0]
Epoch 188: 100%|ββββββββββ| 22/22 [00:00<00:00, 171.12it/s, v_num=0]
Epoch 188: 100%|ββββββββββ| 22/22 [00:00<00:00, 167.67it/s, v_num=0]
Epoch 188: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 189: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 189: 5%|β | 1/22 [00:00<00:00, 154.32it/s, v_num=0]
Epoch 189: 5%|β | 1/22 [00:00<00:00, 117.82it/s, v_num=0]
Epoch 189: 9%|β | 2/22 [00:00<00:00, 148.53it/s, v_num=0]
Epoch 189: 9%|β | 2/22 [00:00<00:00, 126.82it/s, v_num=0]
Epoch 189: 14%|ββ | 3/22 [00:00<00:00, 150.00it/s, v_num=0]
Epoch 189: 14%|ββ | 3/22 [00:00<00:00, 135.75it/s, v_num=0]
Epoch 189: 18%|ββ | 4/22 [00:00<00:00, 152.81it/s, v_num=0]
Epoch 189: 18%|ββ | 4/22 [00:00<00:00, 148.04it/s, v_num=0]
Epoch 189: 23%|βββ | 5/22 [00:00<00:00, 141.14it/s, v_num=0]
Epoch 189: 23%|βββ | 5/22 [00:00<00:00, 132.42it/s, v_num=0]
Epoch 189: 27%|βββ | 6/22 [00:00<00:00, 140.89it/s, v_num=0]
Epoch 189: 27%|βββ | 6/22 [00:00<00:00, 138.16it/s, v_num=0]
Epoch 189: 32%|ββββ | 7/22 [00:00<00:00, 142.35it/s, v_num=0]
Epoch 189: 32%|ββββ | 7/22 [00:00<00:00, 139.86it/s, v_num=0]
Epoch 189: 36%|ββββ | 8/22 [00:00<00:00, 143.72it/s, v_num=0]
Epoch 189: 36%|ββββ | 8/22 [00:00<00:00, 141.23it/s, v_num=0]
Epoch 189: 41%|ββββ | 9/22 [00:00<00:00, 146.14it/s, v_num=0]
Epoch 189: 41%|ββββ | 9/22 [00:00<00:00, 140.86it/s, v_num=0]
Epoch 189: 45%|βββββ | 10/22 [00:00<00:00, 145.59it/s, v_num=0]
Epoch 189: 45%|βββββ | 10/22 [00:00<00:00, 143.91it/s, v_num=0]
Epoch 189: 50%|βββββ | 11/22 [00:00<00:00, 147.97it/s, v_num=0]
Epoch 189: 50%|βββββ | 11/22 [00:00<00:00, 146.40it/s, v_num=0]
Epoch 189: 55%|ββββββ | 12/22 [00:00<00:00, 150.89it/s, v_num=0]
Epoch 189: 55%|ββββββ | 12/22 [00:00<00:00, 146.74it/s, v_num=0]
Epoch 189: 59%|ββββββ | 13/22 [00:00<00:00, 151.78it/s, v_num=0]
Epoch 189: 59%|ββββββ | 13/22 [00:00<00:00, 150.28it/s, v_num=0]
Epoch 189: 64%|βββββββ | 14/22 [00:00<00:00, 152.05it/s, v_num=0]
Epoch 189: 64%|βββββββ | 14/22 [00:00<00:00, 150.30it/s, v_num=0]
Epoch 189: 68%|βββββββ | 15/22 [00:00<00:00, 151.57it/s, v_num=0]
Epoch 189: 68%|βββββββ | 15/22 [00:00<00:00, 150.31it/s, v_num=0]
Epoch 189: 73%|ββββββββ | 16/22 [00:00<00:00, 151.51it/s, v_num=0]
Epoch 189: 73%|ββββββββ | 16/22 [00:00<00:00, 150.13it/s, v_num=0]
Epoch 189: 77%|ββββββββ | 17/22 [00:00<00:00, 150.78it/s, v_num=0]
Epoch 189: 77%|ββββββββ | 17/22 [00:00<00:00, 149.49it/s, v_num=0]
Epoch 189: 82%|βββββββββ | 18/22 [00:00<00:00, 151.16it/s, v_num=0]
Epoch 189: 82%|βββββββββ | 18/22 [00:00<00:00, 150.09it/s, v_num=0]
Epoch 189: 86%|βββββββββ | 19/22 [00:00<00:00, 151.29it/s, v_num=0]
Epoch 189: 86%|βββββββββ | 19/22 [00:00<00:00, 148.59it/s, v_num=0]
Epoch 189: 91%|βββββββββ | 20/22 [00:00<00:00, 150.18it/s, v_num=0]
Epoch 189: 91%|βββββββββ | 20/22 [00:00<00:00, 148.82it/s, v_num=0]
Epoch 189: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.44it/s, v_num=0]
Epoch 189: 95%|ββββββββββ| 21/22 [00:00<00:00, 150.42it/s, v_num=0]
Epoch 189: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.05it/s, v_num=0]
Epoch 189: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.16it/s, v_num=0]
Epoch 189: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.39it/s, v_num=0]
Epoch 189: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 190: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 190: 5%|β | 1/22 [00:00<00:00, 150.12it/s, v_num=0]
Epoch 190: 5%|β | 1/22 [00:00<00:00, 131.68it/s, v_num=0]
Epoch 190: 9%|β | 2/22 [00:00<00:00, 156.39it/s, v_num=0]
Epoch 190: 9%|β | 2/22 [00:00<00:00, 134.91it/s, v_num=0]
Epoch 190: 14%|ββ | 3/22 [00:00<00:00, 149.07it/s, v_num=0]
Epoch 190: 14%|ββ | 3/22 [00:00<00:00, 124.31it/s, v_num=0]
Epoch 190: 18%|ββ | 4/22 [00:00<00:00, 131.60it/s, v_num=0]
Epoch 190: 18%|ββ | 4/22 [00:00<00:00, 122.82it/s, v_num=0]
Epoch 190: 23%|βββ | 5/22 [00:00<00:00, 132.53it/s, v_num=0]
Epoch 190: 23%|βββ | 5/22 [00:00<00:00, 129.02it/s, v_num=0]
Epoch 190: 27%|βββ | 6/22 [00:00<00:00, 134.75it/s, v_num=0]
Epoch 190: 27%|βββ | 6/22 [00:00<00:00, 128.61it/s, v_num=0]
Epoch 190: 32%|ββββ | 7/22 [00:00<00:00, 134.54it/s, v_num=0]
Epoch 190: 32%|ββββ | 7/22 [00:00<00:00, 132.31it/s, v_num=0]
Epoch 190: 36%|ββββ | 8/22 [00:00<00:00, 133.32it/s, v_num=0]
Epoch 190: 36%|ββββ | 8/22 [00:00<00:00, 130.62it/s, v_num=0]
Epoch 190: 41%|ββββ | 9/22 [00:00<00:00, 134.69it/s, v_num=0]
Epoch 190: 41%|ββββ | 9/22 [00:00<00:00, 131.10it/s, v_num=0]
Epoch 190: 45%|βββββ | 10/22 [00:00<00:00, 134.39it/s, v_num=0]
Epoch 190: 45%|βββββ | 10/22 [00:00<00:00, 130.43it/s, v_num=0]
Epoch 190: 50%|βββββ | 11/22 [00:00<00:00, 134.57it/s, v_num=0]
Epoch 190: 50%|βββββ | 11/22 [00:00<00:00, 132.88it/s, v_num=0]
Epoch 190: 55%|ββββββ | 12/22 [00:00<00:00, 135.77it/s, v_num=0]
Epoch 190: 55%|ββββββ | 12/22 [00:00<00:00, 132.32it/s, v_num=0]
Epoch 190: 59%|ββββββ | 13/22 [00:00<00:00, 134.30it/s, v_num=0]
Epoch 190: 59%|ββββββ | 13/22 [00:00<00:00, 131.21it/s, v_num=0]
Epoch 190: 64%|βββββββ | 14/22 [00:00<00:00, 134.09it/s, v_num=0]
Epoch 190: 64%|βββββββ | 14/22 [00:00<00:00, 132.81it/s, v_num=0]
Epoch 190: 68%|βββββββ | 15/22 [00:00<00:00, 135.53it/s, v_num=0]
Epoch 190: 68%|βββββββ | 15/22 [00:00<00:00, 133.19it/s, v_num=0]
Epoch 190: 73%|ββββββββ | 16/22 [00:00<00:00, 137.49it/s, v_num=0]
Epoch 190: 73%|ββββββββ | 16/22 [00:00<00:00, 136.22it/s, v_num=0]
Epoch 190: 77%|ββββββββ | 17/22 [00:00<00:00, 138.78it/s, v_num=0]
Epoch 190: 77%|ββββββββ | 17/22 [00:00<00:00, 137.79it/s, v_num=0]
Epoch 190: 82%|βββββββββ | 18/22 [00:00<00:00, 140.51it/s, v_num=0]
Epoch 190: 82%|βββββββββ | 18/22 [00:00<00:00, 137.99it/s, v_num=0]
Epoch 190: 86%|βββββββββ | 19/22 [00:00<00:00, 139.21it/s, v_num=0]
Epoch 190: 86%|βββββββββ | 19/22 [00:00<00:00, 138.33it/s, v_num=0]
Epoch 190: 91%|βββββββββ | 20/22 [00:00<00:00, 139.95it/s, v_num=0]
Epoch 190: 91%|βββββββββ | 20/22 [00:00<00:00, 139.16it/s, v_num=0]
Epoch 190: 95%|ββββββββββ| 21/22 [00:00<00:00, 138.19it/s, v_num=0]
Epoch 190: 95%|ββββββββββ| 21/22 [00:00<00:00, 136.35it/s, v_num=0]
Epoch 190: 100%|ββββββββββ| 22/22 [00:00<00:00, 138.48it/s, v_num=0]
Epoch 190: 100%|ββββββββββ| 22/22 [00:00<00:00, 136.93it/s, v_num=0]
Epoch 190: 100%|ββββββββββ| 22/22 [00:00<00:00, 135.59it/s, v_num=0]
Epoch 190: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 191: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 191: 5%|β | 1/22 [00:00<00:00, 140.63it/s, v_num=0]
Epoch 191: 5%|β | 1/22 [00:00<00:00, 122.71it/s, v_num=0]
Epoch 191: 9%|β | 2/22 [00:00<00:00, 155.12it/s, v_num=0]
Epoch 191: 9%|β | 2/22 [00:00<00:00, 145.91it/s, v_num=0]
Epoch 191: 14%|ββ | 3/22 [00:00<00:00, 158.37it/s, v_num=0]
Epoch 191: 14%|ββ | 3/22 [00:00<00:00, 143.27it/s, v_num=0]
Epoch 191: 18%|ββ | 4/22 [00:00<00:00, 157.00it/s, v_num=0]
Epoch 191: 18%|ββ | 4/22 [00:00<00:00, 151.48it/s, v_num=0]
Epoch 191: 23%|βββ | 5/22 [00:00<00:00, 159.18it/s, v_num=0]
Epoch 191: 23%|βββ | 5/22 [00:00<00:00, 148.66it/s, v_num=0]
Epoch 191: 27%|βββ | 6/22 [00:00<00:00, 157.87it/s, v_num=0]
Epoch 191: 27%|βββ | 6/22 [00:00<00:00, 154.58it/s, v_num=0]
Epoch 191: 32%|ββββ | 7/22 [00:00<00:00, 159.76it/s, v_num=0]
Epoch 191: 32%|ββββ | 7/22 [00:00<00:00, 156.91it/s, v_num=0]
Epoch 191: 36%|ββββ | 8/22 [00:00<00:00, 158.87it/s, v_num=0]
Epoch 191: 36%|ββββ | 8/22 [00:00<00:00, 152.18it/s, v_num=0]
Epoch 191: 41%|ββββ | 9/22 [00:00<00:00, 157.31it/s, v_num=0]
Epoch 191: 41%|ββββ | 9/22 [00:00<00:00, 155.13it/s, v_num=0]
Epoch 191: 45%|βββββ | 10/22 [00:00<00:00, 158.93it/s, v_num=0]
Epoch 191: 45%|βββββ | 10/22 [00:00<00:00, 156.89it/s, v_num=0]
Epoch 191: 50%|βββββ | 11/22 [00:00<00:00, 160.20it/s, v_num=0]
Epoch 191: 50%|βββββ | 11/22 [00:00<00:00, 155.28it/s, v_num=0]
Epoch 191: 55%|ββββββ | 12/22 [00:00<00:00, 160.02it/s, v_num=0]
Epoch 191: 55%|ββββββ | 12/22 [00:00<00:00, 157.95it/s, v_num=0]
Epoch 191: 59%|ββββββ | 13/22 [00:00<00:00, 162.02it/s, v_num=0]
Epoch 191: 59%|ββββββ | 13/22 [00:00<00:00, 157.73it/s, v_num=0]
Epoch 191: 64%|βββββββ | 14/22 [00:00<00:00, 159.42it/s, v_num=0]
Epoch 191: 64%|βββββββ | 14/22 [00:00<00:00, 157.99it/s, v_num=0]
Epoch 191: 68%|βββββββ | 15/22 [00:00<00:00, 159.73it/s, v_num=0]
Epoch 191: 68%|βββββββ | 15/22 [00:00<00:00, 158.42it/s, v_num=0]
Epoch 191: 73%|ββββββββ | 16/22 [00:00<00:00, 160.73it/s, v_num=0]
Epoch 191: 73%|ββββββββ | 16/22 [00:00<00:00, 159.40it/s, v_num=0]
Epoch 191: 77%|ββββββββ | 17/22 [00:00<00:00, 160.56it/s, v_num=0]
Epoch 191: 77%|ββββββββ | 17/22 [00:00<00:00, 153.39it/s, v_num=0]
Epoch 191: 82%|βββββββββ | 18/22 [00:00<00:00, 155.90it/s, v_num=0]
Epoch 191: 82%|βββββββββ | 18/22 [00:00<00:00, 152.97it/s, v_num=0]
Epoch 191: 86%|βββββββββ | 19/22 [00:00<00:00, 156.17it/s, v_num=0]
Epoch 191: 86%|βββββββββ | 19/22 [00:00<00:00, 155.10it/s, v_num=0]
Epoch 191: 91%|βββββββββ | 20/22 [00:00<00:00, 156.65it/s, v_num=0]
Epoch 191: 91%|βββββββββ | 20/22 [00:00<00:00, 155.62it/s, v_num=0]
Epoch 191: 95%|ββββββββββ| 21/22 [00:00<00:00, 156.49it/s, v_num=0]
Epoch 191: 95%|ββββββββββ| 21/22 [00:00<00:00, 154.23it/s, v_num=0]
Epoch 191: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.08it/s, v_num=0]
Epoch 191: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.16it/s, v_num=0]
Epoch 191: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.40it/s, v_num=0]
Epoch 191: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 192: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 192: 5%|β | 1/22 [00:00<00:00, 179.51it/s, v_num=0]
Epoch 192: 5%|β | 1/22 [00:00<00:00, 127.25it/s, v_num=0]
Epoch 192: 9%|β | 2/22 [00:00<00:00, 154.73it/s, v_num=0]
Epoch 192: 9%|β | 2/22 [00:00<00:00, 146.21it/s, v_num=0]
Epoch 192: 14%|ββ | 3/22 [00:00<00:00, 160.76it/s, v_num=0]
Epoch 192: 14%|ββ | 3/22 [00:00<00:00, 153.49it/s, v_num=0]
Epoch 192: 18%|ββ | 4/22 [00:00<00:00, 164.66it/s, v_num=0]
Epoch 192: 18%|ββ | 4/22 [00:00<00:00, 158.46it/s, v_num=0]
Epoch 192: 23%|βββ | 5/22 [00:00<00:00, 166.80it/s, v_num=0]
Epoch 192: 23%|βββ | 5/22 [00:00<00:00, 161.86it/s, v_num=0]
Epoch 192: 27%|βββ | 6/22 [00:00<00:00, 168.75it/s, v_num=0]
Epoch 192: 27%|βββ | 6/22 [00:00<00:00, 164.51it/s, v_num=0]
Epoch 192: 32%|ββββ | 7/22 [00:00<00:00, 169.48it/s, v_num=0]
Epoch 192: 32%|ββββ | 7/22 [00:00<00:00, 165.74it/s, v_num=0]
Epoch 192: 36%|ββββ | 8/22 [00:00<00:00, 170.71it/s, v_num=0]
Epoch 192: 36%|ββββ | 8/22 [00:00<00:00, 166.97it/s, v_num=0]
Epoch 192: 41%|ββββ | 9/22 [00:00<00:00, 171.13it/s, v_num=0]
Epoch 192: 41%|ββββ | 9/22 [00:00<00:00, 168.58it/s, v_num=0]
Epoch 192: 45%|βββββ | 10/22 [00:00<00:00, 169.91it/s, v_num=0]
Epoch 192: 45%|βββββ | 10/22 [00:00<00:00, 167.55it/s, v_num=0]
Epoch 192: 50%|βββββ | 11/22 [00:00<00:00, 166.86it/s, v_num=0]
Epoch 192: 50%|βββββ | 11/22 [00:00<00:00, 164.66it/s, v_num=0]
Epoch 192: 55%|ββββββ | 12/22 [00:00<00:00, 165.09it/s, v_num=0]
Epoch 192: 55%|ββββββ | 12/22 [00:00<00:00, 162.72it/s, v_num=0]
Epoch 192: 59%|ββββββ | 13/22 [00:00<00:00, 164.62it/s, v_num=0]
Epoch 192: 59%|ββββββ | 13/22 [00:00<00:00, 162.96it/s, v_num=0]
Epoch 192: 64%|βββββββ | 14/22 [00:00<00:00, 163.42it/s, v_num=0]
Epoch 192: 64%|βββββββ | 14/22 [00:00<00:00, 159.22it/s, v_num=0]
Epoch 192: 68%|βββββββ | 15/22 [00:00<00:00, 163.50it/s, v_num=0]
Epoch 192: 68%|βββββββ | 15/22 [00:00<00:00, 159.74it/s, v_num=0]
Epoch 192: 73%|ββββββββ | 16/22 [00:00<00:00, 161.73it/s, v_num=0]
Epoch 192: 73%|ββββββββ | 16/22 [00:00<00:00, 158.25it/s, v_num=0]
Epoch 192: 77%|ββββββββ | 17/22 [00:00<00:00, 159.43it/s, v_num=0]
Epoch 192: 77%|ββββββββ | 17/22 [00:00<00:00, 158.19it/s, v_num=0]
Epoch 192: 82%|βββββββββ | 18/22 [00:00<00:00, 158.98it/s, v_num=0]
Epoch 192: 82%|βββββββββ | 18/22 [00:00<00:00, 157.80it/s, v_num=0]
Epoch 192: 86%|βββββββββ | 19/22 [00:00<00:00, 158.84it/s, v_num=0]
Epoch 192: 86%|βββββββββ | 19/22 [00:00<00:00, 157.50it/s, v_num=0]
Epoch 192: 91%|βββββββββ | 20/22 [00:00<00:00, 158.58it/s, v_num=0]
Epoch 192: 91%|βββββββββ | 20/22 [00:00<00:00, 157.57it/s, v_num=0]
Epoch 192: 95%|ββββββββββ| 21/22 [00:00<00:00, 158.42it/s, v_num=0]
Epoch 192: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.35it/s, v_num=0]
Epoch 192: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.93it/s, v_num=0]
Epoch 192: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.91it/s, v_num=0]
Epoch 192: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.88it/s, v_num=0]
Epoch 192: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 193: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 193: 5%|β | 1/22 [00:00<00:00, 182.03it/s, v_num=0]
Epoch 193: 5%|β | 1/22 [00:00<00:00, 147.27it/s, v_num=0]
Epoch 193: 9%|β | 2/22 [00:00<00:00, 163.46it/s, v_num=0]
Epoch 193: 9%|β | 2/22 [00:00<00:00, 150.73it/s, v_num=0]
Epoch 193: 14%|ββ | 3/22 [00:00<00:00, 166.31it/s, v_num=0]
Epoch 193: 14%|ββ | 3/22 [00:00<00:00, 159.44it/s, v_num=0]
Epoch 193: 18%|ββ | 4/22 [00:00<00:00, 166.03it/s, v_num=0]
Epoch 193: 18%|ββ | 4/22 [00:00<00:00, 157.02it/s, v_num=0]
Epoch 193: 23%|βββ | 5/22 [00:00<00:00, 142.76it/s, v_num=0]
Epoch 193: 23%|βββ | 5/22 [00:00<00:00, 138.20it/s, v_num=0]
Epoch 193: 27%|βββ | 6/22 [00:00<00:00, 144.33it/s, v_num=0]
Epoch 193: 27%|βββ | 6/22 [00:00<00:00, 136.08it/s, v_num=0]
Epoch 193: 32%|ββββ | 7/22 [00:00<00:00, 143.10it/s, v_num=0]
Epoch 193: 32%|ββββ | 7/22 [00:00<00:00, 139.84it/s, v_num=0]
Epoch 193: 36%|ββββ | 8/22 [00:00<00:00, 143.96it/s, v_num=0]
Epoch 193: 36%|ββββ | 8/22 [00:00<00:00, 141.57it/s, v_num=0]
Epoch 193: 41%|ββββ | 9/22 [00:00<00:00, 146.04it/s, v_num=0]
Epoch 193: 41%|ββββ | 9/22 [00:00<00:00, 143.90it/s, v_num=0]
Epoch 193: 45%|βββββ | 10/22 [00:00<00:00, 145.48it/s, v_num=0]
Epoch 193: 45%|βββββ | 10/22 [00:00<00:00, 140.89it/s, v_num=0]
Epoch 193: 50%|βββββ | 11/22 [00:00<00:00, 145.96it/s, v_num=0]
Epoch 193: 50%|βββββ | 11/22 [00:00<00:00, 142.20it/s, v_num=0]
Epoch 193: 55%|ββββββ | 12/22 [00:00<00:00, 145.43it/s, v_num=0]
Epoch 193: 55%|ββββββ | 12/22 [00:00<00:00, 141.94it/s, v_num=0]
Epoch 193: 59%|ββββββ | 13/22 [00:00<00:00, 145.33it/s, v_num=0]
Epoch 193: 59%|ββββββ | 13/22 [00:00<00:00, 143.50it/s, v_num=0]
Epoch 193: 64%|βββββββ | 14/22 [00:00<00:00, 145.99it/s, v_num=0]
Epoch 193: 64%|βββββββ | 14/22 [00:00<00:00, 144.49it/s, v_num=0]
Epoch 193: 68%|βββββββ | 15/22 [00:00<00:00, 146.59it/s, v_num=0]
Epoch 193: 68%|βββββββ | 15/22 [00:00<00:00, 143.78it/s, v_num=0]
Epoch 193: 73%|ββββββββ | 16/22 [00:00<00:00, 147.40it/s, v_num=0]
Epoch 193: 73%|ββββββββ | 16/22 [00:00<00:00, 144.51it/s, v_num=0]
Epoch 193: 77%|ββββββββ | 17/22 [00:00<00:00, 147.45it/s, v_num=0]
Epoch 193: 77%|ββββββββ | 17/22 [00:00<00:00, 143.50it/s, v_num=0]
Epoch 193: 82%|βββββββββ | 18/22 [00:00<00:00, 142.04it/s, v_num=0]
Epoch 193: 82%|βββββββββ | 18/22 [00:00<00:00, 140.93it/s, v_num=0]
Epoch 193: 86%|βββββββββ | 19/22 [00:00<00:00, 142.21it/s, v_num=0]
Epoch 193: 86%|βββββββββ | 19/22 [00:00<00:00, 140.98it/s, v_num=0]
Epoch 193: 91%|βββββββββ | 20/22 [00:00<00:00, 141.06it/s, v_num=0]
Epoch 193: 91%|βββββββββ | 20/22 [00:00<00:00, 140.02it/s, v_num=0]
Epoch 193: 95%|ββββββββββ| 21/22 [00:00<00:00, 141.22it/s, v_num=0]
Epoch 193: 95%|ββββββββββ| 21/22 [00:00<00:00, 140.41it/s, v_num=0]
Epoch 193: 100%|ββββββββββ| 22/22 [00:00<00:00, 142.15it/s, v_num=0]
Epoch 193: 100%|ββββββββββ| 22/22 [00:00<00:00, 141.42it/s, v_num=0]
Epoch 193: 100%|ββββββββββ| 22/22 [00:00<00:00, 139.15it/s, v_num=0]
Epoch 193: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 194: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 194: 5%|β | 1/22 [00:00<00:00, 170.35it/s, v_num=0]
Epoch 194: 5%|β | 1/22 [00:00<00:00, 147.78it/s, v_num=0]
Epoch 194: 9%|β | 2/22 [00:00<00:00, 156.98it/s, v_num=0]
Epoch 194: 9%|β | 2/22 [00:00<00:00, 147.34it/s, v_num=0]
Epoch 194: 14%|ββ | 3/22 [00:00<00:00, 159.53it/s, v_num=0]
Epoch 194: 14%|ββ | 3/22 [00:00<00:00, 152.32it/s, v_num=0]
Epoch 194: 18%|ββ | 4/22 [00:00<00:00, 163.25it/s, v_num=0]
Epoch 194: 18%|ββ | 4/22 [00:00<00:00, 157.13it/s, v_num=0]
Epoch 194: 23%|βββ | 5/22 [00:00<00:00, 157.24it/s, v_num=0]
Epoch 194: 23%|βββ | 5/22 [00:00<00:00, 146.01it/s, v_num=0]
Epoch 194: 27%|βββ | 6/22 [00:00<00:00, 153.97it/s, v_num=0]
Epoch 194: 27%|βββ | 6/22 [00:00<00:00, 150.68it/s, v_num=0]
Epoch 194: 32%|ββββ | 7/22 [00:00<00:00, 155.34it/s, v_num=0]
Epoch 194: 32%|ββββ | 7/22 [00:00<00:00, 149.07it/s, v_num=0]
Epoch 194: 36%|ββββ | 8/22 [00:00<00:00, 155.11it/s, v_num=0]
Epoch 194: 36%|ββββ | 8/22 [00:00<00:00, 148.95it/s, v_num=0]
Epoch 194: 41%|ββββ | 9/22 [00:00<00:00, 155.35it/s, v_num=0]
Epoch 194: 41%|ββββ | 9/22 [00:00<00:00, 149.08it/s, v_num=0]
Epoch 194: 45%|βββββ | 10/22 [00:00<00:00, 153.47it/s, v_num=0]
Epoch 194: 45%|βββββ | 10/22 [00:00<00:00, 148.68it/s, v_num=0]
Epoch 194: 50%|βββββ | 11/22 [00:00<00:00, 152.61it/s, v_num=0]
Epoch 194: 50%|βββββ | 11/22 [00:00<00:00, 147.88it/s, v_num=0]
Epoch 194: 55%|ββββββ | 12/22 [00:00<00:00, 151.60it/s, v_num=0]
Epoch 194: 55%|ββββββ | 12/22 [00:00<00:00, 149.40it/s, v_num=0]
Epoch 194: 59%|ββββββ | 13/22 [00:00<00:00, 152.64it/s, v_num=0]
Epoch 194: 59%|ββββββ | 13/22 [00:00<00:00, 151.25it/s, v_num=0]
Epoch 194: 64%|βββββββ | 14/22 [00:00<00:00, 153.11it/s, v_num=0]
Epoch 194: 64%|βββββββ | 14/22 [00:00<00:00, 151.54it/s, v_num=0]
Epoch 194: 68%|βββββββ | 15/22 [00:00<00:00, 153.20it/s, v_num=0]
Epoch 194: 68%|βββββββ | 15/22 [00:00<00:00, 149.78it/s, v_num=0]
Epoch 194: 73%|ββββββββ | 16/22 [00:00<00:00, 152.77it/s, v_num=0]
Epoch 194: 73%|ββββββββ | 16/22 [00:00<00:00, 151.55it/s, v_num=0]
Epoch 194: 77%|ββββββββ | 17/22 [00:00<00:00, 150.91it/s, v_num=0]
Epoch 194: 77%|ββββββββ | 17/22 [00:00<00:00, 149.60it/s, v_num=0]
Epoch 194: 82%|βββββββββ | 18/22 [00:00<00:00, 150.75it/s, v_num=0]
Epoch 194: 82%|βββββββββ | 18/22 [00:00<00:00, 149.70it/s, v_num=0]
Epoch 194: 86%|βββββββββ | 19/22 [00:00<00:00, 151.12it/s, v_num=0]
Epoch 194: 86%|βββββββββ | 19/22 [00:00<00:00, 150.09it/s, v_num=0]
Epoch 194: 91%|βββββββββ | 20/22 [00:00<00:00, 151.32it/s, v_num=0]
Epoch 194: 91%|βββββββββ | 20/22 [00:00<00:00, 150.34it/s, v_num=0]
Epoch 194: 95%|ββββββββββ| 21/22 [00:00<00:00, 152.21it/s, v_num=0]
Epoch 194: 95%|ββββββββββ| 21/22 [00:00<00:00, 150.55it/s, v_num=0]
Epoch 194: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.46it/s, v_num=0]
Epoch 194: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.43it/s, v_num=0]
Epoch 194: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.42it/s, v_num=0]
Epoch 194: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 195: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 195: 5%|β | 1/22 [00:00<00:00, 171.83it/s, v_num=0]
Epoch 195: 5%|β | 1/22 [00:00<00:00, 147.87it/s, v_num=0]
Epoch 195: 9%|β | 2/22 [00:00<00:00, 172.27it/s, v_num=0]
Epoch 195: 9%|β | 2/22 [00:00<00:00, 161.41it/s, v_num=0]
Epoch 195: 14%|ββ | 3/22 [00:00<00:00, 168.51it/s, v_num=0]
Epoch 195: 14%|ββ | 3/22 [00:00<00:00, 159.43it/s, v_num=0]
Epoch 195: 18%|ββ | 4/22 [00:00<00:00, 164.96it/s, v_num=0]
Epoch 195: 18%|ββ | 4/22 [00:00<00:00, 151.77it/s, v_num=0]
Epoch 195: 23%|βββ | 5/22 [00:00<00:00, 157.12it/s, v_num=0]
Epoch 195: 23%|βββ | 5/22 [00:00<00:00, 153.07it/s, v_num=0]
Epoch 195: 27%|βββ | 6/22 [00:00<00:00, 153.37it/s, v_num=0]
Epoch 195: 27%|βββ | 6/22 [00:00<00:00, 149.81it/s, v_num=0]
Epoch 195: 32%|ββββ | 7/22 [00:00<00:00, 156.22it/s, v_num=0]
Epoch 195: 32%|ββββ | 7/22 [00:00<00:00, 153.36it/s, v_num=0]
Epoch 195: 36%|ββββ | 8/22 [00:00<00:00, 159.61it/s, v_num=0]
Epoch 195: 36%|ββββ | 8/22 [00:00<00:00, 156.60it/s, v_num=0]
Epoch 195: 41%|ββββ | 9/22 [00:00<00:00, 155.78it/s, v_num=0]
Epoch 195: 41%|ββββ | 9/22 [00:00<00:00, 151.36it/s, v_num=0]
Epoch 195: 45%|βββββ | 10/22 [00:00<00:00, 153.25it/s, v_num=0]
Epoch 195: 45%|βββββ | 10/22 [00:00<00:00, 148.59it/s, v_num=0]
Epoch 195: 50%|βββββ | 11/22 [00:00<00:00, 146.90it/s, v_num=0]
Epoch 195: 50%|βββββ | 11/22 [00:00<00:00, 143.11it/s, v_num=0]
Epoch 195: 55%|ββββββ | 12/22 [00:00<00:00, 146.78it/s, v_num=0]
Epoch 195: 55%|ββββββ | 12/22 [00:00<00:00, 145.23it/s, v_num=0]
Epoch 195: 59%|ββββββ | 13/22 [00:00<00:00, 147.95it/s, v_num=0]
Epoch 195: 59%|ββββββ | 13/22 [00:00<00:00, 144.17it/s, v_num=0]
Epoch 195: 64%|βββββββ | 14/22 [00:00<00:00, 147.50it/s, v_num=0]
Epoch 195: 64%|βββββββ | 14/22 [00:00<00:00, 143.78it/s, v_num=0]
Epoch 195: 68%|βββββββ | 15/22 [00:00<00:00, 146.81it/s, v_num=0]
Epoch 195: 68%|βββββββ | 15/22 [00:00<00:00, 145.48it/s, v_num=0]
Epoch 195: 73%|ββββββββ | 16/22 [00:00<00:00, 148.30it/s, v_num=0]
Epoch 195: 73%|ββββββββ | 16/22 [00:00<00:00, 146.70it/s, v_num=0]
Epoch 195: 77%|ββββββββ | 17/22 [00:00<00:00, 148.32it/s, v_num=0]
Epoch 195: 77%|ββββββββ | 17/22 [00:00<00:00, 145.61it/s, v_num=0]
Epoch 195: 82%|βββββββββ | 18/22 [00:00<00:00, 147.41it/s, v_num=0]
Epoch 195: 82%|βββββββββ | 18/22 [00:00<00:00, 146.31it/s, v_num=0]
Epoch 195: 86%|βββββββββ | 19/22 [00:00<00:00, 148.03it/s, v_num=0]
Epoch 195: 86%|βββββββββ | 19/22 [00:00<00:00, 146.61it/s, v_num=0]
Epoch 195: 91%|βββββββββ | 20/22 [00:00<00:00, 150.05it/s, v_num=0]
Epoch 195: 91%|βββββββββ | 20/22 [00:00<00:00, 148.98it/s, v_num=0]
Epoch 195: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.12it/s, v_num=0]
Epoch 195: 95%|ββββββββββ| 21/22 [00:00<00:00, 150.10it/s, v_num=0]
Epoch 195: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.31it/s, v_num=0]
Epoch 195: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.26it/s, v_num=0]
Epoch 195: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.48it/s, v_num=0]
Epoch 195: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 196: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 196: 5%|β | 1/22 [00:00<00:00, 135.81it/s, v_num=0]
Epoch 196: 5%|β | 1/22 [00:00<00:00, 109.16it/s, v_num=0]
Epoch 196: 9%|β | 2/22 [00:00<00:00, 137.32it/s, v_num=0]
Epoch 196: 9%|β | 2/22 [00:00<00:00, 128.66it/s, v_num=0]
Epoch 196: 14%|ββ | 3/22 [00:00<00:00, 148.65it/s, v_num=0]
Epoch 196: 14%|ββ | 3/22 [00:00<00:00, 138.24it/s, v_num=0]
Epoch 196: 18%|ββ | 4/22 [00:00<00:00, 153.65it/s, v_num=0]
Epoch 196: 18%|ββ | 4/22 [00:00<00:00, 145.42it/s, v_num=0]
Epoch 196: 23%|βββ | 5/22 [00:00<00:00, 160.92it/s, v_num=0]
Epoch 196: 23%|βββ | 5/22 [00:00<00:00, 150.77it/s, v_num=0]
Epoch 196: 27%|βββ | 6/22 [00:00<00:00, 157.97it/s, v_num=0]
Epoch 196: 27%|βββ | 6/22 [00:00<00:00, 152.90it/s, v_num=0]
Epoch 196: 32%|ββββ | 7/22 [00:00<00:00, 158.51it/s, v_num=0]
Epoch 196: 32%|ββββ | 7/22 [00:00<00:00, 155.72it/s, v_num=0]
Epoch 196: 36%|ββββ | 8/22 [00:00<00:00, 157.98it/s, v_num=0]
Epoch 196: 36%|ββββ | 8/22 [00:00<00:00, 152.01it/s, v_num=0]
Epoch 196: 41%|ββββ | 9/22 [00:00<00:00, 152.51it/s, v_num=0]
Epoch 196: 41%|ββββ | 9/22 [00:00<00:00, 147.80it/s, v_num=0]
Epoch 196: 45%|βββββ | 10/22 [00:00<00:00, 150.19it/s, v_num=0]
Epoch 196: 45%|βββββ | 10/22 [00:00<00:00, 144.95it/s, v_num=0]
Epoch 196: 50%|βββββ | 11/22 [00:00<00:00, 147.92it/s, v_num=0]
Epoch 196: 50%|βββββ | 11/22 [00:00<00:00, 146.15it/s, v_num=0]
Epoch 196: 55%|ββββββ | 12/22 [00:00<00:00, 148.71it/s, v_num=0]
Epoch 196: 55%|ββββββ | 12/22 [00:00<00:00, 147.15it/s, v_num=0]
Epoch 196: 59%|ββββββ | 13/22 [00:00<00:00, 149.21it/s, v_num=0]
Epoch 196: 59%|ββββββ | 13/22 [00:00<00:00, 145.73it/s, v_num=0]
Epoch 196: 64%|βββββββ | 14/22 [00:00<00:00, 147.13it/s, v_num=0]
Epoch 196: 64%|βββββββ | 14/22 [00:00<00:00, 145.96it/s, v_num=0]
Epoch 196: 68%|βββββββ | 15/22 [00:00<00:00, 143.66it/s, v_num=0]
Epoch 196: 68%|βββββββ | 15/22 [00:00<00:00, 140.38it/s, v_num=0]
Epoch 196: 73%|ββββββββ | 16/22 [00:00<00:00, 143.09it/s, v_num=0]
Epoch 196: 73%|ββββββββ | 16/22 [00:00<00:00, 137.44it/s, v_num=0]
Epoch 196: 77%|ββββββββ | 17/22 [00:00<00:00, 141.08it/s, v_num=0]
Epoch 196: 77%|ββββββββ | 17/22 [00:00<00:00, 139.93it/s, v_num=0]
Epoch 196: 82%|βββββββββ | 18/22 [00:00<00:00, 142.15it/s, v_num=0]
Epoch 196: 82%|βββββββββ | 18/22 [00:00<00:00, 140.97it/s, v_num=0]
Epoch 196: 86%|βββββββββ | 19/22 [00:00<00:00, 143.93it/s, v_num=0]
Epoch 196: 86%|βββββββββ | 19/22 [00:00<00:00, 142.98it/s, v_num=0]
Epoch 196: 91%|βββββββββ | 20/22 [00:00<00:00, 144.69it/s, v_num=0]
Epoch 196: 91%|βββββββββ | 20/22 [00:00<00:00, 143.68it/s, v_num=0]
Epoch 196: 95%|ββββββββββ| 21/22 [00:00<00:00, 145.69it/s, v_num=0]
Epoch 196: 95%|ββββββββββ| 21/22 [00:00<00:00, 144.76it/s, v_num=0]
Epoch 196: 100%|ββββββββββ| 22/22 [00:00<00:00, 145.89it/s, v_num=0]
Epoch 196: 100%|ββββββββββ| 22/22 [00:00<00:00, 145.09it/s, v_num=0]
Epoch 196: 100%|ββββββββββ| 22/22 [00:00<00:00, 142.63it/s, v_num=0]
Epoch 196: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 197: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 197: 5%|β | 1/22 [00:00<00:00, 145.90it/s, v_num=0]
Epoch 197: 5%|β | 1/22 [00:00<00:00, 111.07it/s, v_num=0]
Epoch 197: 9%|β | 2/22 [00:00<00:00, 150.43it/s, v_num=0]
Epoch 197: 9%|β | 2/22 [00:00<00:00, 141.97it/s, v_num=0]
Epoch 197: 14%|ββ | 3/22 [00:00<00:00, 153.91it/s, v_num=0]
Epoch 197: 14%|ββ | 3/22 [00:00<00:00, 147.84it/s, v_num=0]
Epoch 197: 18%|ββ | 4/22 [00:00<00:00, 156.48it/s, v_num=0]
Epoch 197: 18%|ββ | 4/22 [00:00<00:00, 151.36it/s, v_num=0]
Epoch 197: 23%|βββ | 5/22 [00:00<00:00, 159.66it/s, v_num=0]
Epoch 197: 23%|βββ | 5/22 [00:00<00:00, 155.62it/s, v_num=0]
Epoch 197: 27%|βββ | 6/22 [00:00<00:00, 160.64it/s, v_num=0]
Epoch 197: 27%|βββ | 6/22 [00:00<00:00, 150.53it/s, v_num=0]
Epoch 197: 32%|ββββ | 7/22 [00:00<00:00, 159.07it/s, v_num=0]
Epoch 197: 32%|ββββ | 7/22 [00:00<00:00, 155.52it/s, v_num=0]
Epoch 197: 36%|ββββ | 8/22 [00:00<00:00, 161.26it/s, v_num=0]
Epoch 197: 36%|ββββ | 8/22 [00:00<00:00, 158.33it/s, v_num=0]
Epoch 197: 41%|ββββ | 9/22 [00:00<00:00, 160.22it/s, v_num=0]
Epoch 197: 41%|ββββ | 9/22 [00:00<00:00, 154.25it/s, v_num=0]
Epoch 197: 45%|βββββ | 10/22 [00:00<00:00, 159.67it/s, v_num=0]
Epoch 197: 45%|βββββ | 10/22 [00:00<00:00, 157.71it/s, v_num=0]
Epoch 197: 50%|βββββ | 11/22 [00:00<00:00, 158.99it/s, v_num=0]
Epoch 197: 50%|βββββ | 11/22 [00:00<00:00, 153.88it/s, v_num=0]
Epoch 197: 55%|ββββββ | 12/22 [00:00<00:00, 158.08it/s, v_num=0]
Epoch 197: 55%|ββββββ | 12/22 [00:00<00:00, 153.82it/s, v_num=0]
Epoch 197: 59%|ββββββ | 13/22 [00:00<00:00, 157.14it/s, v_num=0]
Epoch 197: 59%|ββββββ | 13/22 [00:00<00:00, 153.63it/s, v_num=0]
Epoch 197: 64%|βββββββ | 14/22 [00:00<00:00, 154.52it/s, v_num=0]
Epoch 197: 64%|βββββββ | 14/22 [00:00<00:00, 150.89it/s, v_num=0]
Epoch 197: 68%|βββββββ | 15/22 [00:00<00:00, 153.12it/s, v_num=0]
Epoch 197: 68%|βββββββ | 15/22 [00:00<00:00, 151.56it/s, v_num=0]
Epoch 197: 73%|ββββββββ | 16/22 [00:00<00:00, 150.50it/s, v_num=0]
Epoch 197: 73%|ββββββββ | 16/22 [00:00<00:00, 149.34it/s, v_num=0]
Epoch 197: 77%|ββββββββ | 17/22 [00:00<00:00, 149.20it/s, v_num=0]
Epoch 197: 77%|ββββββββ | 17/22 [00:00<00:00, 148.12it/s, v_num=0]
Epoch 197: 82%|βββββββββ | 18/22 [00:00<00:00, 148.92it/s, v_num=0]
Epoch 197: 82%|βββββββββ | 18/22 [00:00<00:00, 146.44it/s, v_num=0]
Epoch 197: 86%|βββββββββ | 19/22 [00:00<00:00, 148.71it/s, v_num=0]
Epoch 197: 86%|βββββββββ | 19/22 [00:00<00:00, 147.64it/s, v_num=0]
Epoch 197: 91%|βββββββββ | 20/22 [00:00<00:00, 149.06it/s, v_num=0]
Epoch 197: 91%|βββββββββ | 20/22 [00:00<00:00, 148.01it/s, v_num=0]
Epoch 197: 95%|ββββββββββ| 21/22 [00:00<00:00, 149.50it/s, v_num=0]
Epoch 197: 95%|ββββββββββ| 21/22 [00:00<00:00, 148.56it/s, v_num=0]
Epoch 197: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.35it/s, v_num=0]
Epoch 197: 100%|ββββββββββ| 22/22 [00:00<00:00, 148.50it/s, v_num=0]
Epoch 197: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.36it/s, v_num=0]
Epoch 197: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 198: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 198: 5%|β | 1/22 [00:00<00:00, 141.48it/s, v_num=0]
Epoch 198: 5%|β | 1/22 [00:00<00:00, 111.47it/s, v_num=0]
Epoch 198: 9%|β | 2/22 [00:00<00:00, 128.83it/s, v_num=0]
Epoch 198: 9%|β | 2/22 [00:00<00:00, 112.99it/s, v_num=0]
Epoch 198: 14%|ββ | 3/22 [00:00<00:00, 140.13it/s, v_num=0]
Epoch 198: 14%|ββ | 3/22 [00:00<00:00, 135.25it/s, v_num=0]
Epoch 198: 18%|ββ | 4/22 [00:00<00:00, 145.13it/s, v_num=0]
Epoch 198: 18%|ββ | 4/22 [00:00<00:00, 140.75it/s, v_num=0]
Epoch 198: 23%|βββ | 5/22 [00:00<00:00, 150.03it/s, v_num=0]
Epoch 198: 23%|βββ | 5/22 [00:00<00:00, 146.63it/s, v_num=0]
Epoch 198: 27%|βββ | 6/22 [00:00<00:00, 152.32it/s, v_num=0]
Epoch 198: 27%|βββ | 6/22 [00:00<00:00, 149.38it/s, v_num=0]
Epoch 198: 32%|ββββ | 7/22 [00:00<00:00, 152.98it/s, v_num=0]
Epoch 198: 32%|ββββ | 7/22 [00:00<00:00, 148.19it/s, v_num=0]
Epoch 198: 36%|ββββ | 8/22 [00:00<00:00, 155.67it/s, v_num=0]
Epoch 198: 36%|ββββ | 8/22 [00:00<00:00, 149.69it/s, v_num=0]
Epoch 198: 41%|ββββ | 9/22 [00:00<00:00, 154.93it/s, v_num=0]
Epoch 198: 41%|ββββ | 9/22 [00:00<00:00, 152.49it/s, v_num=0]
Epoch 198: 45%|βββββ | 10/22 [00:00<00:00, 156.72it/s, v_num=0]
Epoch 198: 45%|βββββ | 10/22 [00:00<00:00, 154.88it/s, v_num=0]
Epoch 198: 50%|βββββ | 11/22 [00:00<00:00, 149.10it/s, v_num=0]
Epoch 198: 50%|βββββ | 11/22 [00:00<00:00, 142.61it/s, v_num=0]
Epoch 198: 55%|ββββββ | 12/22 [00:00<00:00, 146.39it/s, v_num=0]
Epoch 198: 55%|ββββββ | 12/22 [00:00<00:00, 141.97it/s, v_num=0]
Epoch 198: 59%|ββββββ | 13/22 [00:00<00:00, 145.75it/s, v_num=0]
Epoch 198: 59%|ββββββ | 13/22 [00:00<00:00, 142.07it/s, v_num=0]
Epoch 198: 64%|βββββββ | 14/22 [00:00<00:00, 147.48it/s, v_num=0]
Epoch 198: 64%|βββββββ | 14/22 [00:00<00:00, 145.33it/s, v_num=0]
Epoch 198: 68%|βββββββ | 15/22 [00:00<00:00, 150.28it/s, v_num=0]
Epoch 198: 68%|βββββββ | 15/22 [00:00<00:00, 148.65it/s, v_num=0]
Epoch 198: 73%|ββββββββ | 16/22 [00:00<00:00, 153.15it/s, v_num=0]
Epoch 198: 73%|ββββββββ | 16/22 [00:00<00:00, 151.50it/s, v_num=0]
Epoch 198: 77%|ββββββββ | 17/22 [00:00<00:00, 155.26it/s, v_num=0]
Epoch 198: 77%|ββββββββ | 17/22 [00:00<00:00, 153.70it/s, v_num=0]
Epoch 198: 82%|βββββββββ | 18/22 [00:00<00:00, 156.83it/s, v_num=0]
Epoch 198: 82%|βββββββββ | 18/22 [00:00<00:00, 154.88it/s, v_num=0]
Epoch 198: 86%|βββββββββ | 19/22 [00:00<00:00, 158.42it/s, v_num=0]
Epoch 198: 86%|βββββββββ | 19/22 [00:00<00:00, 156.96it/s, v_num=0]
Epoch 198: 91%|βββββββββ | 20/22 [00:00<00:00, 158.98it/s, v_num=0]
Epoch 198: 91%|βββββββββ | 20/22 [00:00<00:00, 157.40it/s, v_num=0]
Epoch 198: 95%|ββββββββββ| 21/22 [00:00<00:00, 160.71it/s, v_num=0]
Epoch 198: 95%|ββββββββββ| 21/22 [00:00<00:00, 159.29it/s, v_num=0]
Epoch 198: 100%|ββββββββββ| 22/22 [00:00<00:00, 162.34it/s, v_num=0]
Epoch 198: 100%|ββββββββββ| 22/22 [00:00<00:00, 160.79it/s, v_num=0]
Epoch 198: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.61it/s, v_num=0]
Epoch 198: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 199: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 199: 5%|β | 1/22 [00:00<00:00, 216.69it/s, v_num=0]
Epoch 199: 5%|β | 1/22 [00:00<00:00, 174.20it/s, v_num=0]
Epoch 199: 9%|β | 2/22 [00:00<00:00, 219.33it/s, v_num=0]
Epoch 199: 9%|β | 2/22 [00:00<00:00, 195.29it/s, v_num=0]
Epoch 199: 14%|ββ | 3/22 [00:00<00:00, 207.49it/s, v_num=0]
Epoch 199: 14%|ββ | 3/22 [00:00<00:00, 192.79it/s, v_num=0]
Epoch 199: 18%|ββ | 4/22 [00:00<00:00, 207.08it/s, v_num=0]
Epoch 199: 18%|ββ | 4/22 [00:00<00:00, 196.20it/s, v_num=0]
Epoch 199: 23%|βββ | 5/22 [00:00<00:00, 208.50it/s, v_num=0]
Epoch 199: 23%|βββ | 5/22 [00:00<00:00, 188.88it/s, v_num=0]
Epoch 199: 27%|βββ | 6/22 [00:00<00:00, 191.82it/s, v_num=0]
Epoch 199: 27%|βββ | 6/22 [00:00<00:00, 180.47it/s, v_num=0]
Epoch 199: 32%|ββββ | 7/22 [00:00<00:00, 181.34it/s, v_num=0]
Epoch 199: 32%|ββββ | 7/22 [00:00<00:00, 168.59it/s, v_num=0]
Epoch 199: 36%|ββββ | 8/22 [00:00<00:00, 170.57it/s, v_num=0]
Epoch 199: 36%|ββββ | 8/22 [00:00<00:00, 167.84it/s, v_num=0]
Epoch 199: 41%|ββββ | 9/22 [00:00<00:00, 168.55it/s, v_num=0]
Epoch 199: 41%|ββββ | 9/22 [00:00<00:00, 165.59it/s, v_num=0]
Epoch 199: 45%|βββββ | 10/22 [00:00<00:00, 167.21it/s, v_num=0]
Epoch 199: 45%|βββββ | 10/22 [00:00<00:00, 164.12it/s, v_num=0]
Epoch 199: 50%|βββββ | 11/22 [00:00<00:00, 165.78it/s, v_num=0]
Epoch 199: 50%|βββββ | 11/22 [00:00<00:00, 163.69it/s, v_num=0]
Epoch 199: 55%|ββββββ | 12/22 [00:00<00:00, 164.73it/s, v_num=0]
Epoch 199: 55%|ββββββ | 12/22 [00:00<00:00, 162.17it/s, v_num=0]
Epoch 199: 59%|ββββββ | 13/22 [00:00<00:00, 157.17it/s, v_num=0]
Epoch 199: 59%|ββββββ | 13/22 [00:00<00:00, 155.18it/s, v_num=0]
Epoch 199: 64%|βββββββ | 14/22 [00:00<00:00, 154.24it/s, v_num=0]
Epoch 199: 64%|βββββββ | 14/22 [00:00<00:00, 151.51it/s, v_num=0]
Epoch 199: 68%|βββββββ | 15/22 [00:00<00:00, 153.05it/s, v_num=0]
Epoch 199: 68%|βββββββ | 15/22 [00:00<00:00, 151.66it/s, v_num=0]
Epoch 199: 73%|ββββββββ | 16/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 199: 73%|ββββββββ | 16/22 [00:00<00:00, 152.94it/s, v_num=0]
Epoch 199: 77%|ββββββββ | 17/22 [00:00<00:00, 154.67it/s, v_num=0]
Epoch 199: 77%|ββββββββ | 17/22 [00:00<00:00, 153.39it/s, v_num=0]
Epoch 199: 82%|βββββββββ | 18/22 [00:00<00:00, 152.81it/s, v_num=0]
Epoch 199: 82%|βββββββββ | 18/22 [00:00<00:00, 151.53it/s, v_num=0]
Epoch 199: 86%|βββββββββ | 19/22 [00:00<00:00, 152.77it/s, v_num=0]
Epoch 199: 86%|βββββββββ | 19/22 [00:00<00:00, 151.43it/s, v_num=0]
Epoch 199: 91%|βββββββββ | 20/22 [00:00<00:00, 153.40it/s, v_num=0]
Epoch 199: 91%|βββββββββ | 20/22 [00:00<00:00, 152.35it/s, v_num=0]
Epoch 199: 95%|ββββββββββ| 21/22 [00:00<00:00, 154.86it/s, v_num=0]
Epoch 199: 95%|ββββββββββ| 21/22 [00:00<00:00, 153.68it/s, v_num=0]
Epoch 199: 100%|ββββββββββ| 22/22 [00:00<00:00, 155.80it/s, v_num=0]
Epoch 199: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.76it/s, v_num=0]
Epoch 199: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.09it/s, v_num=0]
Epoch 199: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 200: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 200: 5%|β | 1/22 [00:00<00:00, 171.54it/s, v_num=0]
Epoch 200: 5%|β | 1/22 [00:00<00:00, 142.40it/s, v_num=0]
Epoch 200: 9%|β | 2/22 [00:00<00:00, 184.18it/s, v_num=0]
Epoch 200: 9%|β | 2/22 [00:00<00:00, 169.94it/s, v_num=0]
Epoch 200: 14%|ββ | 3/22 [00:00<00:00, 183.91it/s, v_num=0]
Epoch 200: 14%|ββ | 3/22 [00:00<00:00, 173.96it/s, v_num=0]
Epoch 200: 18%|ββ | 4/22 [00:00<00:00, 185.53it/s, v_num=0]
Epoch 200: 18%|ββ | 4/22 [00:00<00:00, 176.03it/s, v_num=0]
Epoch 200: 23%|βββ | 5/22 [00:00<00:00, 186.77it/s, v_num=0]
Epoch 200: 23%|βββ | 5/22 [00:00<00:00, 181.25it/s, v_num=0]
Epoch 200: 27%|βββ | 6/22 [00:00<00:00, 189.63it/s, v_num=0]
Epoch 200: 27%|βββ | 6/22 [00:00<00:00, 184.81it/s, v_num=0]
Epoch 200: 32%|ββββ | 7/22 [00:00<00:00, 181.24it/s, v_num=0]
Epoch 200: 32%|ββββ | 7/22 [00:00<00:00, 172.13it/s, v_num=0]
Epoch 200: 36%|ββββ | 8/22 [00:00<00:00, 174.30it/s, v_num=0]
Epoch 200: 36%|ββββ | 8/22 [00:00<00:00, 165.82it/s, v_num=0]
Epoch 200: 41%|ββββ | 9/22 [00:00<00:00, 164.53it/s, v_num=0]
Epoch 200: 41%|ββββ | 9/22 [00:00<00:00, 160.55it/s, v_num=0]
Epoch 200: 45%|βββββ | 10/22 [00:00<00:00, 163.75it/s, v_num=0]
Epoch 200: 45%|βββββ | 10/22 [00:00<00:00, 158.53it/s, v_num=0]
Epoch 200: 50%|βββββ | 11/22 [00:00<00:00, 161.13it/s, v_num=0]
Epoch 200: 50%|βββββ | 11/22 [00:00<00:00, 155.91it/s, v_num=0]
Epoch 200: 55%|ββββββ | 12/22 [00:00<00:00, 158.45it/s, v_num=0]
Epoch 200: 55%|ββββββ | 12/22 [00:00<00:00, 156.72it/s, v_num=0]
Epoch 200: 59%|ββββββ | 13/22 [00:00<00:00, 159.36it/s, v_num=0]
Epoch 200: 59%|ββββββ | 13/22 [00:00<00:00, 157.38it/s, v_num=0]
Epoch 200: 64%|βββββββ | 14/22 [00:00<00:00, 159.32it/s, v_num=0]
Epoch 200: 64%|βββββββ | 14/22 [00:00<00:00, 156.97it/s, v_num=0]
Epoch 200: 68%|βββββββ | 15/22 [00:00<00:00, 161.63it/s, v_num=0]
Epoch 200: 68%|βββββββ | 15/22 [00:00<00:00, 159.49it/s, v_num=0]
Epoch 200: 73%|ββββββββ | 16/22 [00:00<00:00, 163.11it/s, v_num=0]
Epoch 200: 73%|ββββββββ | 16/22 [00:00<00:00, 161.14it/s, v_num=0]
Epoch 200: 77%|ββββββββ | 17/22 [00:00<00:00, 164.83it/s, v_num=0]
Epoch 200: 77%|ββββββββ | 17/22 [00:00<00:00, 162.95it/s, v_num=0]
Epoch 200: 82%|βββββββββ | 18/22 [00:00<00:00, 165.95it/s, v_num=0]
Epoch 200: 82%|βββββββββ | 18/22 [00:00<00:00, 163.93it/s, v_num=0]
Epoch 200: 86%|βββββββββ | 19/22 [00:00<00:00, 167.15it/s, v_num=0]
Epoch 200: 86%|βββββββββ | 19/22 [00:00<00:00, 165.21it/s, v_num=0]
Epoch 200: 91%|βββββββββ | 20/22 [00:00<00:00, 168.67it/s, v_num=0]
Epoch 200: 91%|βββββββββ | 20/22 [00:00<00:00, 166.93it/s, v_num=0]
Epoch 200: 95%|ββββββββββ| 21/22 [00:00<00:00, 169.94it/s, v_num=0]
Epoch 200: 95%|ββββββββββ| 21/22 [00:00<00:00, 168.37it/s, v_num=0]
Epoch 200: 100%|ββββββββββ| 22/22 [00:00<00:00, 171.37it/s, v_num=0]
Epoch 200: 100%|ββββββββββ| 22/22 [00:00<00:00, 169.48it/s, v_num=0]
Epoch 200: 100%|ββββββββββ| 22/22 [00:00<00:00, 167.63it/s, v_num=0]
Epoch 200: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 201: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 201: 5%|β | 1/22 [00:00<00:00, 189.50it/s, v_num=0]
Epoch 201: 5%|β | 1/22 [00:00<00:00, 152.10it/s, v_num=0]
Epoch 201: 9%|β | 2/22 [00:00<00:00, 185.52it/s, v_num=0]
Epoch 201: 9%|β | 2/22 [00:00<00:00, 165.31it/s, v_num=0]
Epoch 201: 14%|ββ | 3/22 [00:00<00:00, 170.90it/s, v_num=0]
Epoch 201: 14%|ββ | 3/22 [00:00<00:00, 151.47it/s, v_num=0]
Epoch 201: 18%|ββ | 4/22 [00:00<00:00, 162.68it/s, v_num=0]
Epoch 201: 18%|ββ | 4/22 [00:00<00:00, 157.32it/s, v_num=0]
Epoch 201: 23%|βββ | 5/22 [00:00<00:00, 162.04it/s, v_num=0]
Epoch 201: 23%|βββ | 5/22 [00:00<00:00, 157.68it/s, v_num=0]
Epoch 201: 27%|βββ | 6/22 [00:00<00:00, 163.86it/s, v_num=0]
Epoch 201: 27%|βββ | 6/22 [00:00<00:00, 154.08it/s, v_num=0]
Epoch 201: 32%|ββββ | 7/22 [00:00<00:00, 157.69it/s, v_num=0]
Epoch 201: 32%|ββββ | 7/22 [00:00<00:00, 153.59it/s, v_num=0]
Epoch 201: 36%|ββββ | 8/22 [00:00<00:00, 155.75it/s, v_num=0]
Epoch 201: 36%|ββββ | 8/22 [00:00<00:00, 150.38it/s, v_num=0]
Epoch 201: 41%|ββββ | 9/22 [00:00<00:00, 155.77it/s, v_num=0]
Epoch 201: 41%|ββββ | 9/22 [00:00<00:00, 150.18it/s, v_num=0]
Epoch 201: 45%|βββββ | 10/22 [00:00<00:00, 154.95it/s, v_num=0]
Epoch 201: 45%|βββββ | 10/22 [00:00<00:00, 152.58it/s, v_num=0]
Epoch 201: 50%|βββββ | 11/22 [00:00<00:00, 155.48it/s, v_num=0]
Epoch 201: 50%|βββββ | 11/22 [00:00<00:00, 149.95it/s, v_num=0]
Epoch 201: 55%|ββββββ | 12/22 [00:00<00:00, 153.09it/s, v_num=0]
Epoch 201: 55%|ββββββ | 12/22 [00:00<00:00, 151.03it/s, v_num=0]
Epoch 201: 59%|ββββββ | 13/22 [00:00<00:00, 154.20it/s, v_num=0]
Epoch 201: 59%|ββββββ | 13/22 [00:00<00:00, 152.74it/s, v_num=0]
Epoch 201: 64%|βββββββ | 14/22 [00:00<00:00, 154.65it/s, v_num=0]
Epoch 201: 64%|βββββββ | 14/22 [00:00<00:00, 153.33it/s, v_num=0]
Epoch 201: 68%|βββββββ | 15/22 [00:00<00:00, 155.77it/s, v_num=0]
Epoch 201: 68%|βββββββ | 15/22 [00:00<00:00, 154.43it/s, v_num=0]
Epoch 201: 73%|ββββββββ | 16/22 [00:00<00:00, 155.39it/s, v_num=0]
Epoch 201: 73%|ββββββββ | 16/22 [00:00<00:00, 151.47it/s, v_num=0]
Epoch 201: 77%|ββββββββ | 17/22 [00:00<00:00, 152.60it/s, v_num=0]
Epoch 201: 77%|ββββββββ | 17/22 [00:00<00:00, 151.36it/s, v_num=0]
Epoch 201: 82%|βββββββββ | 18/22 [00:00<00:00, 153.32it/s, v_num=0]
Epoch 201: 82%|βββββββββ | 18/22 [00:00<00:00, 151.46it/s, v_num=0]
Epoch 201: 86%|βββββββββ | 19/22 [00:00<00:00, 152.77it/s, v_num=0]
Epoch 201: 86%|βββββββββ | 19/22 [00:00<00:00, 150.17it/s, v_num=0]
Epoch 201: 91%|βββββββββ | 20/22 [00:00<00:00, 152.73it/s, v_num=0]
Epoch 201: 91%|βββββββββ | 20/22 [00:00<00:00, 151.65it/s, v_num=0]
Epoch 201: 95%|ββββββββββ| 21/22 [00:00<00:00, 152.97it/s, v_num=0]
Epoch 201: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.91it/s, v_num=0]
Epoch 201: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.02it/s, v_num=0]
Epoch 201: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.03it/s, v_num=0]
Epoch 201: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.67it/s, v_num=0]
Epoch 201: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 202: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 202: 5%|β | 1/22 [00:00<00:00, 163.68it/s, v_num=0]
Epoch 202: 5%|β | 1/22 [00:00<00:00, 112.55it/s, v_num=0]
Epoch 202: 9%|β | 2/22 [00:00<00:00, 153.56it/s, v_num=0]
Epoch 202: 9%|β | 2/22 [00:00<00:00, 131.34it/s, v_num=0]
Epoch 202: 14%|ββ | 3/22 [00:00<00:00, 155.48it/s, v_num=0]
Epoch 202: 14%|ββ | 3/22 [00:00<00:00, 148.74it/s, v_num=0]
Epoch 202: 18%|ββ | 4/22 [00:00<00:00, 162.12it/s, v_num=0]
Epoch 202: 18%|ββ | 4/22 [00:00<00:00, 157.15it/s, v_num=0]
Epoch 202: 23%|βββ | 5/22 [00:00<00:00, 161.97it/s, v_num=0]
Epoch 202: 23%|βββ | 5/22 [00:00<00:00, 157.98it/s, v_num=0]
Epoch 202: 27%|βββ | 6/22 [00:00<00:00, 163.08it/s, v_num=0]
Epoch 202: 27%|βββ | 6/22 [00:00<00:00, 159.56it/s, v_num=0]
Epoch 202: 32%|ββββ | 7/22 [00:00<00:00, 158.32it/s, v_num=0]
Epoch 202: 32%|ββββ | 7/22 [00:00<00:00, 149.57it/s, v_num=0]
Epoch 202: 36%|ββββ | 8/22 [00:00<00:00, 158.22it/s, v_num=0]
Epoch 202: 36%|ββββ | 8/22 [00:00<00:00, 155.51it/s, v_num=0]
Epoch 202: 41%|ββββ | 9/22 [00:00<00:00, 159.88it/s, v_num=0]
Epoch 202: 41%|ββββ | 9/22 [00:00<00:00, 157.04it/s, v_num=0]
Epoch 202: 45%|βββββ | 10/22 [00:00<00:00, 156.00it/s, v_num=0]
Epoch 202: 45%|βββββ | 10/22 [00:00<00:00, 150.63it/s, v_num=0]
Epoch 202: 50%|βββββ | 11/22 [00:00<00:00, 154.93it/s, v_num=0]
Epoch 202: 50%|βββββ | 11/22 [00:00<00:00, 153.23it/s, v_num=0]
Epoch 202: 55%|ββββββ | 12/22 [00:00<00:00, 156.26it/s, v_num=0]
Epoch 202: 55%|ββββββ | 12/22 [00:00<00:00, 152.98it/s, v_num=0]
Epoch 202: 59%|ββββββ | 13/22 [00:00<00:00, 158.98it/s, v_num=0]
Epoch 202: 59%|ββββββ | 13/22 [00:00<00:00, 157.43it/s, v_num=0]
Epoch 202: 64%|βββββββ | 14/22 [00:00<00:00, 159.15it/s, v_num=0]
Epoch 202: 64%|βββββββ | 14/22 [00:00<00:00, 155.90it/s, v_num=0]
Epoch 202: 68%|βββββββ | 15/22 [00:00<00:00, 158.46it/s, v_num=0]
Epoch 202: 68%|βββββββ | 15/22 [00:00<00:00, 157.14it/s, v_num=0]
Epoch 202: 73%|ββββββββ | 16/22 [00:00<00:00, 158.70it/s, v_num=0]
Epoch 202: 73%|ββββββββ | 16/22 [00:00<00:00, 155.38it/s, v_num=0]
Epoch 202: 77%|ββββββββ | 17/22 [00:00<00:00, 158.13it/s, v_num=0]
Epoch 202: 77%|ββββββββ | 17/22 [00:00<00:00, 156.89it/s, v_num=0]
Epoch 202: 82%|βββββββββ | 18/22 [00:00<00:00, 158.95it/s, v_num=0]
Epoch 202: 82%|βββββββββ | 18/22 [00:00<00:00, 157.75it/s, v_num=0]
Epoch 202: 86%|βββββββββ | 19/22 [00:00<00:00, 159.53it/s, v_num=0]
Epoch 202: 86%|βββββββββ | 19/22 [00:00<00:00, 158.35it/s, v_num=0]
Epoch 202: 91%|βββββββββ | 20/22 [00:00<00:00, 159.64it/s, v_num=0]
Epoch 202: 91%|βββββββββ | 20/22 [00:00<00:00, 157.18it/s, v_num=0]
Epoch 202: 95%|ββββββββββ| 21/22 [00:00<00:00, 158.56it/s, v_num=0]
Epoch 202: 95%|ββββββββββ| 21/22 [00:00<00:00, 157.57it/s, v_num=0]
Epoch 202: 100%|ββββββββββ| 22/22 [00:00<00:00, 159.24it/s, v_num=0]
Epoch 202: 100%|ββββββββββ| 22/22 [00:00<00:00, 156.75it/s, v_num=0]
Epoch 202: 100%|ββββββββββ| 22/22 [00:00<00:00, 154.53it/s, v_num=0]
Epoch 202: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 203: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 203: 5%|β | 1/22 [00:00<00:00, 146.86it/s, v_num=0]
Epoch 203: 5%|β | 1/22 [00:00<00:00, 129.32it/s, v_num=0]
Epoch 203: 9%|β | 2/22 [00:00<00:00, 148.12it/s, v_num=0]
Epoch 203: 9%|β | 2/22 [00:00<00:00, 130.64it/s, v_num=0]
Epoch 203: 14%|ββ | 3/22 [00:00<00:00, 152.18it/s, v_num=0]
Epoch 203: 14%|ββ | 3/22 [00:00<00:00, 146.56it/s, v_num=0]
Epoch 203: 18%|ββ | 4/22 [00:00<00:00, 140.06it/s, v_num=0]
Epoch 203: 18%|ββ | 4/22 [00:00<00:00, 136.17it/s, v_num=0]
Epoch 203: 23%|βββ | 5/22 [00:00<00:00, 144.90it/s, v_num=0]
Epoch 203: 23%|βββ | 5/22 [00:00<00:00, 141.53it/s, v_num=0]
Epoch 203: 27%|βββ | 6/22 [00:00<00:00, 149.04it/s, v_num=0]
Epoch 203: 27%|βββ | 6/22 [00:00<00:00, 141.32it/s, v_num=0]
Epoch 203: 32%|ββββ | 7/22 [00:00<00:00, 147.70it/s, v_num=0]
Epoch 203: 32%|ββββ | 7/22 [00:00<00:00, 142.38it/s, v_num=0]
Epoch 203: 36%|ββββ | 8/22 [00:00<00:00, 149.30it/s, v_num=0]
Epoch 203: 36%|ββββ | 8/22 [00:00<00:00, 142.74it/s, v_num=0]
Epoch 203: 41%|ββββ | 9/22 [00:00<00:00, 150.40it/s, v_num=0]
Epoch 203: 41%|ββββ | 9/22 [00:00<00:00, 148.20it/s, v_num=0]
Epoch 203: 45%|βββββ | 10/22 [00:00<00:00, 152.10it/s, v_num=0]
Epoch 203: 45%|βββββ | 10/22 [00:00<00:00, 150.45it/s, v_num=0]
Epoch 203: 50%|βββββ | 11/22 [00:00<00:00, 153.78it/s, v_num=0]
Epoch 203: 50%|βββββ | 11/22 [00:00<00:00, 151.58it/s, v_num=0]
Epoch 203: 55%|ββββββ | 12/22 [00:00<00:00, 154.98it/s, v_num=0]
Epoch 203: 55%|ββββββ | 12/22 [00:00<00:00, 150.91it/s, v_num=0]
Epoch 203: 59%|ββββββ | 13/22 [00:00<00:00, 146.69it/s, v_num=0]
Epoch 203: 59%|ββββββ | 13/22 [00:00<00:00, 145.24it/s, v_num=0]
Epoch 203: 64%|βββββββ | 14/22 [00:00<00:00, 147.78it/s, v_num=0]
Epoch 203: 64%|βββββββ | 14/22 [00:00<00:00, 146.55it/s, v_num=0]
Epoch 203: 68%|βββββββ | 15/22 [00:00<00:00, 148.78it/s, v_num=0]
Epoch 203: 68%|βββββββ | 15/22 [00:00<00:00, 145.42it/s, v_num=0]
Epoch 203: 73%|ββββββββ | 16/22 [00:00<00:00, 148.29it/s, v_num=0]
Epoch 203: 73%|ββββββββ | 16/22 [00:00<00:00, 147.20it/s, v_num=0]
Epoch 203: 77%|ββββββββ | 17/22 [00:00<00:00, 148.92it/s, v_num=0]
Epoch 203: 77%|ββββββββ | 17/22 [00:00<00:00, 147.88it/s, v_num=0]
Epoch 203: 82%|βββββββββ | 18/22 [00:00<00:00, 149.74it/s, v_num=0]
Epoch 203: 82%|βββββββββ | 18/22 [00:00<00:00, 148.68it/s, v_num=0]
Epoch 203: 86%|βββββββββ | 19/22 [00:00<00:00, 150.51it/s, v_num=0]
Epoch 203: 86%|βββββββββ | 19/22 [00:00<00:00, 149.62it/s, v_num=0]
Epoch 203: 91%|βββββββββ | 20/22 [00:00<00:00, 152.00it/s, v_num=0]
Epoch 203: 91%|βββββββββ | 20/22 [00:00<00:00, 149.89it/s, v_num=0]
Epoch 203: 95%|ββββββββββ| 21/22 [00:00<00:00, 150.59it/s, v_num=0]
Epoch 203: 95%|ββββββββββ| 21/22 [00:00<00:00, 148.93it/s, v_num=0]
Epoch 203: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.73it/s, v_num=0]
Epoch 203: 100%|ββββββββββ| 22/22 [00:00<00:00, 149.90it/s, v_num=0]
Epoch 203: 100%|ββββββββββ| 22/22 [00:00<00:00, 147.01it/s, v_num=0]
Epoch 203: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 204: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 204: 5%|β | 1/22 [00:00<00:00, 146.31it/s, v_num=0]
Epoch 204: 5%|β | 1/22 [00:00<00:00, 126.08it/s, v_num=0]
Epoch 204: 9%|β | 2/22 [00:00<00:00, 154.23it/s, v_num=0]
Epoch 204: 9%|β | 2/22 [00:00<00:00, 143.11it/s, v_num=0]
Epoch 204: 14%|ββ | 3/22 [00:00<00:00, 156.81it/s, v_num=0]
Epoch 204: 14%|ββ | 3/22 [00:00<00:00, 142.10it/s, v_num=0]
Epoch 204: 18%|ββ | 4/22 [00:00<00:00, 155.15it/s, v_num=0]
Epoch 204: 18%|ββ | 4/22 [00:00<00:00, 142.21it/s, v_num=0]
Epoch 204: 23%|βββ | 5/22 [00:00<00:00, 150.72it/s, v_num=0]
Epoch 204: 23%|βββ | 5/22 [00:00<00:00, 142.49it/s, v_num=0]
Epoch 204: 27%|βββ | 6/22 [00:00<00:00, 151.59it/s, v_num=0]
Epoch 204: 27%|βββ | 6/22 [00:00<00:00, 144.63it/s, v_num=0]
Epoch 204: 32%|ββββ | 7/22 [00:00<00:00, 152.08it/s, v_num=0]
Epoch 204: 32%|ββββ | 7/22 [00:00<00:00, 145.62it/s, v_num=0]
Epoch 204: 36%|ββββ | 8/22 [00:00<00:00, 150.47it/s, v_num=0]
Epoch 204: 36%|ββββ | 8/22 [00:00<00:00, 148.22it/s, v_num=0]
Epoch 204: 41%|ββββ | 9/22 [00:00<00:00, 152.15it/s, v_num=0]
Epoch 204: 41%|ββββ | 9/22 [00:00<00:00, 146.04it/s, v_num=0]
Epoch 204: 45%|βββββ | 10/22 [00:00<00:00, 153.60it/s, v_num=0]
Epoch 204: 45%|βββββ | 10/22 [00:00<00:00, 151.69it/s, v_num=0]
Epoch 204: 50%|βββββ | 11/22 [00:00<00:00, 153.54it/s, v_num=0]
Epoch 204: 50%|βββββ | 11/22 [00:00<00:00, 148.86it/s, v_num=0]
Epoch 204: 55%|ββββββ | 12/22 [00:00<00:00, 150.69it/s, v_num=0]
Epoch 204: 55%|ββββββ | 12/22 [00:00<00:00, 146.42it/s, v_num=0]
Epoch 204: 59%|ββββββ | 13/22 [00:00<00:00, 144.58it/s, v_num=0]
Epoch 204: 59%|ββββββ | 13/22 [00:00<00:00, 142.94it/s, v_num=0]
Epoch 204: 64%|βββββββ | 14/22 [00:00<00:00, 141.63it/s, v_num=0]
Epoch 204: 64%|βββββββ | 14/22 [00:00<00:00, 140.10it/s, v_num=0]
Epoch 204: 68%|βββββββ | 15/22 [00:00<00:00, 143.00it/s, v_num=0]
Epoch 204: 68%|βββββββ | 15/22 [00:00<00:00, 141.69it/s, v_num=0]
Epoch 204: 73%|ββββββββ | 16/22 [00:00<00:00, 144.57it/s, v_num=0]
Epoch 204: 73%|ββββββββ | 16/22 [00:00<00:00, 143.57it/s, v_num=0]
Epoch 204: 77%|ββββββββ | 17/22 [00:00<00:00, 146.60it/s, v_num=0]
Epoch 204: 77%|ββββββββ | 17/22 [00:00<00:00, 145.60it/s, v_num=0]
Epoch 204: 82%|βββββββββ | 18/22 [00:00<00:00, 147.99it/s, v_num=0]
Epoch 204: 82%|βββββββββ | 18/22 [00:00<00:00, 147.06it/s, v_num=0]
Epoch 204: 86%|βββββββββ | 19/22 [00:00<00:00, 149.28it/s, v_num=0]
Epoch 204: 86%|βββββββββ | 19/22 [00:00<00:00, 148.42it/s, v_num=0]
Epoch 204: 91%|βββββββββ | 20/22 [00:00<00:00, 150.73it/s, v_num=0]
Epoch 204: 91%|βββββββββ | 20/22 [00:00<00:00, 149.84it/s, v_num=0]
Epoch 204: 95%|ββββββββββ| 21/22 [00:00<00:00, 152.04it/s, v_num=0]
Epoch 204: 95%|ββββββββββ| 21/22 [00:00<00:00, 151.05it/s, v_num=0]
Epoch 204: 100%|ββββββββββ| 22/22 [00:00<00:00, 152.98it/s, v_num=0]
Epoch 204: 100%|ββββββββββ| 22/22 [00:00<00:00, 151.86it/s, v_num=0]
Epoch 204: 100%|ββββββββββ| 22/22 [00:00<00:00, 150.86it/s, v_num=0]
Epoch 204: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 205: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 205: 5%|β | 1/22 [00:00<00:00, 237.17it/s, v_num=0]
Epoch 205: 5%|β | 1/22 [00:00<00:00, 181.10it/s, v_num=0]
Epoch 205: 9%|β | 2/22 [00:00<00:00, 207.84it/s, v_num=0]
Epoch 205: 9%|β | 2/22 [00:00<00:00, 186.81it/s, v_num=0]
Epoch 205: 14%|ββ | 3/22 [00:00<00:00, 210.70it/s, v_num=0]
Epoch 205: 14%|ββ | 3/22 [00:00<00:00, 195.03it/s, v_num=0]
Epoch 205: 18%|ββ | 4/22 [00:00<00:00, 211.91it/s, v_num=0]
Epoch 205: 18%|ββ | 4/22 [00:00<00:00, 199.11it/s, v_num=0]
Epoch 205: 23%|βββ | 5/22 [00:00<00:00, 210.52it/s, v_num=0]
Epoch 205: 23%|βββ | 5/22 [00:00<00:00, 200.88it/s, v_num=0]
Epoch 205: 27%|βββ | 6/22 [00:00<00:00, 211.97it/s, v_num=0]
Epoch 205: 27%|βββ | 6/22 [00:00<00:00, 203.96it/s, v_num=0]
Epoch 205: 32%|ββββ | 7/22 [00:00<00:00, 212.79it/s, v_num=0]
Epoch 205: 32%|ββββ | 7/22 [00:00<00:00, 205.73it/s, v_num=0]
Epoch 205: 36%|ββββ | 8/22 [00:00<00:00, 212.86it/s, v_num=0]
Epoch 205: 36%|ββββ | 8/22 [00:00<00:00, 206.23it/s, v_num=0]
Epoch 205: 41%|ββββ | 9/22 [00:00<00:00, 212.08it/s, v_num=0]
Epoch 205: 41%|ββββ | 9/22 [00:00<00:00, 206.80it/s, v_num=0]
Epoch 205: 45%|βββββ | 10/22 [00:00<00:00, 211.44it/s, v_num=0]
Epoch 205: 45%|βββββ | 10/22 [00:00<00:00, 206.62it/s, v_num=0]
Epoch 205: 50%|βββββ | 11/22 [00:00<00:00, 198.65it/s, v_num=0]
Epoch 205: 50%|βββββ | 11/22 [00:00<00:00, 194.57it/s, v_num=0]
Epoch 205: 55%|ββββββ | 12/22 [00:00<00:00, 197.17it/s, v_num=0]
Epoch 205: 55%|ββββββ | 12/22 [00:00<00:00, 193.15it/s, v_num=0]
Epoch 205: 59%|ββββββ | 13/22 [00:00<00:00, 196.45it/s, v_num=0]
Epoch 205: 59%|ββββββ | 13/22 [00:00<00:00, 193.03it/s, v_num=0]
Epoch 205: 64%|βββββββ | 14/22 [00:00<00:00, 195.10it/s, v_num=0]
Epoch 205: 64%|βββββββ | 14/22 [00:00<00:00, 191.80it/s, v_num=0]
Epoch 205: 68%|βββββββ | 15/22 [00:00<00:00, 195.29it/s, v_num=0]
Epoch 205: 68%|βββββββ | 15/22 [00:00<00:00, 192.26it/s, v_num=0]
Epoch 205: 73%|ββββββββ | 16/22 [00:00<00:00, 194.96it/s, v_num=0]
Epoch 205: 73%|ββββββββ | 16/22 [00:00<00:00, 192.24it/s, v_num=0]
Epoch 205: 77%|ββββββββ | 17/22 [00:00<00:00, 195.00it/s, v_num=0]
Epoch 205: 77%|ββββββββ | 17/22 [00:00<00:00, 192.29it/s, v_num=0]
Epoch 205: 82%|βββββββββ | 18/22 [00:00<00:00, 194.16it/s, v_num=0]
Epoch 205: 82%|βββββββββ | 18/22 [00:00<00:00, 191.60it/s, v_num=0]
Epoch 205: 86%|βββββββββ | 19/22 [00:00<00:00, 193.29it/s, v_num=0]
Epoch 205: 86%|βββββββββ | 19/22 [00:00<00:00, 190.99it/s, v_num=0]
Epoch 205: 91%|βββββββββ | 20/22 [00:00<00:00, 192.90it/s, v_num=0]
Epoch 205: 91%|βββββββββ | 20/22 [00:00<00:00, 190.57it/s, v_num=0]
Epoch 205: 95%|ββββββββββ| 21/22 [00:00<00:00, 193.59it/s, v_num=0]
Epoch 205: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.48it/s, v_num=0]
Epoch 205: 100%|ββββββββββ| 22/22 [00:00<00:00, 193.30it/s, v_num=0]
Epoch 205: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.25it/s, v_num=0]
Epoch 205: 100%|ββββββββββ| 22/22 [00:00<00:00, 188.67it/s, v_num=0]
Epoch 205: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 206: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 206: 5%|β | 1/22 [00:00<00:00, 221.89it/s, v_num=0]
Epoch 206: 5%|β | 1/22 [00:00<00:00, 178.95it/s, v_num=0]
Epoch 206: 9%|β | 2/22 [00:00<00:00, 216.14it/s, v_num=0]
Epoch 206: 9%|β | 2/22 [00:00<00:00, 191.32it/s, v_num=0]
Epoch 206: 14%|ββ | 3/22 [00:00<00:00, 208.66it/s, v_num=0]
Epoch 206: 14%|ββ | 3/22 [00:00<00:00, 193.75it/s, v_num=0]
Epoch 206: 18%|ββ | 4/22 [00:00<00:00, 211.62it/s, v_num=0]
Epoch 206: 18%|ββ | 4/22 [00:00<00:00, 195.17it/s, v_num=0]
Epoch 206: 23%|βββ | 5/22 [00:00<00:00, 207.92it/s, v_num=0]
Epoch 206: 23%|βββ | 5/22 [00:00<00:00, 198.18it/s, v_num=0]
Epoch 206: 27%|βββ | 6/22 [00:00<00:00, 208.46it/s, v_num=0]
Epoch 206: 27%|βββ | 6/22 [00:00<00:00, 199.04it/s, v_num=0]
Epoch 206: 32%|ββββ | 7/22 [00:00<00:00, 208.49it/s, v_num=0]
Epoch 206: 32%|ββββ | 7/22 [00:00<00:00, 201.12it/s, v_num=0]
Epoch 206: 36%|ββββ | 8/22 [00:00<00:00, 207.98it/s, v_num=0]
Epoch 206: 36%|ββββ | 8/22 [00:00<00:00, 200.31it/s, v_num=0]
Epoch 206: 41%|ββββ | 9/22 [00:00<00:00, 197.47it/s, v_num=0]
Epoch 206: 41%|ββββ | 9/22 [00:00<00:00, 192.20it/s, v_num=0]
Epoch 206: 45%|βββββ | 10/22 [00:00<00:00, 197.20it/s, v_num=0]
Epoch 206: 45%|βββββ | 10/22 [00:00<00:00, 193.00it/s, v_num=0]
Epoch 206: 50%|βββββ | 11/22 [00:00<00:00, 198.28it/s, v_num=0]
Epoch 206: 50%|βββββ | 11/22 [00:00<00:00, 194.05it/s, v_num=0]
Epoch 206: 55%|ββββββ | 12/22 [00:00<00:00, 196.17it/s, v_num=0]
Epoch 206: 55%|ββββββ | 12/22 [00:00<00:00, 192.08it/s, v_num=0]
Epoch 206: 59%|ββββββ | 13/22 [00:00<00:00, 194.65it/s, v_num=0]
Epoch 206: 59%|ββββββ | 13/22 [00:00<00:00, 191.27it/s, v_num=0]
Epoch 206: 64%|βββββββ | 14/22 [00:00<00:00, 194.60it/s, v_num=0]
Epoch 206: 64%|βββββββ | 14/22 [00:00<00:00, 190.41it/s, v_num=0]
Epoch 206: 68%|βββββββ | 15/22 [00:00<00:00, 193.61it/s, v_num=0]
Epoch 206: 68%|βββββββ | 15/22 [00:00<00:00, 190.61it/s, v_num=0]
Epoch 206: 73%|ββββββββ | 16/22 [00:00<00:00, 193.56it/s, v_num=0]
Epoch 206: 73%|ββββββββ | 16/22 [00:00<00:00, 190.80it/s, v_num=0]
Epoch 206: 77%|ββββββββ | 17/22 [00:00<00:00, 194.22it/s, v_num=0]
Epoch 206: 77%|ββββββββ | 17/22 [00:00<00:00, 191.33it/s, v_num=0]
Epoch 206: 82%|βββββββββ | 18/22 [00:00<00:00, 194.01it/s, v_num=0]
Epoch 206: 82%|βββββββββ | 18/22 [00:00<00:00, 191.47it/s, v_num=0]
Epoch 206: 86%|βββββββββ | 19/22 [00:00<00:00, 186.35it/s, v_num=0]
Epoch 206: 86%|βββββββββ | 19/22 [00:00<00:00, 184.07it/s, v_num=0]
Epoch 206: 91%|βββββββββ | 20/22 [00:00<00:00, 186.20it/s, v_num=0]
Epoch 206: 91%|βββββββββ | 20/22 [00:00<00:00, 183.89it/s, v_num=0]
Epoch 206: 95%|ββββββββββ| 21/22 [00:00<00:00, 186.38it/s, v_num=0]
Epoch 206: 95%|ββββββββββ| 21/22 [00:00<00:00, 184.38it/s, v_num=0]
Epoch 206: 100%|ββββββββββ| 22/22 [00:00<00:00, 186.35it/s, v_num=0]
Epoch 206: 100%|ββββββββββ| 22/22 [00:00<00:00, 184.55it/s, v_num=0]
Epoch 206: 100%|ββββββββββ| 22/22 [00:00<00:00, 182.69it/s, v_num=0]
Epoch 206: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 207: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 207: 5%|β | 1/22 [00:00<00:00, 205.69it/s, v_num=0]
Epoch 207: 5%|β | 1/22 [00:00<00:00, 163.22it/s, v_num=0]
Epoch 207: 9%|β | 2/22 [00:00<00:00, 202.28it/s, v_num=0]
Epoch 207: 9%|β | 2/22 [00:00<00:00, 181.12it/s, v_num=0]
Epoch 207: 14%|ββ | 3/22 [00:00<00:00, 190.16it/s, v_num=0]
Epoch 207: 14%|ββ | 3/22 [00:00<00:00, 176.89it/s, v_num=0]
Epoch 207: 18%|ββ | 4/22 [00:00<00:00, 192.93it/s, v_num=0]
Epoch 207: 18%|ββ | 4/22 [00:00<00:00, 180.21it/s, v_num=0]
Epoch 207: 23%|βββ | 5/22 [00:00<00:00, 192.72it/s, v_num=0]
Epoch 207: 23%|βββ | 5/22 [00:00<00:00, 183.99it/s, v_num=0]
Epoch 207: 27%|βββ | 6/22 [00:00<00:00, 187.61it/s, v_num=0]
Epoch 207: 27%|βββ | 6/22 [00:00<00:00, 180.39it/s, v_num=0]
Epoch 207: 32%|ββββ | 7/22 [00:00<00:00, 187.08it/s, v_num=0]
Epoch 207: 32%|ββββ | 7/22 [00:00<00:00, 160.80it/s, v_num=0]
Epoch 207: 36%|ββββ | 8/22 [00:00<00:00, 164.65it/s, v_num=0]
Epoch 207: 36%|ββββ | 8/22 [00:00<00:00, 161.95it/s, v_num=0]
Epoch 207: 41%|ββββ | 9/22 [00:00<00:00, 165.42it/s, v_num=0]
Epoch 207: 41%|ββββ | 9/22 [00:00<00:00, 162.83it/s, v_num=0]
Epoch 207: 45%|βββββ | 10/22 [00:00<00:00, 164.14it/s, v_num=0]
Epoch 207: 45%|βββββ | 10/22 [00:00<00:00, 161.00it/s, v_num=0]
Epoch 207: 50%|βββββ | 11/22 [00:00<00:00, 162.84it/s, v_num=0]
Epoch 207: 50%|βββββ | 11/22 [00:00<00:00, 160.54it/s, v_num=0]
Epoch 207: 55%|ββββββ | 12/22 [00:00<00:00, 151.03it/s, v_num=0]
Epoch 207: 55%|ββββββ | 12/22 [00:00<00:00, 147.17it/s, v_num=0]
Epoch 207: 59%|ββββββ | 13/22 [00:00<00:00, 151.03it/s, v_num=0]
Epoch 207: 59%|ββββββ | 13/22 [00:00<00:00, 146.87it/s, v_num=0]
Epoch 207: 64%|βββββββ | 14/22 [00:00<00:00, 149.05it/s, v_num=0]
Epoch 207: 64%|βββββββ | 14/22 [00:00<00:00, 146.01it/s, v_num=0]
Epoch 207: 68%|βββββββ | 15/22 [00:00<00:00, 148.82it/s, v_num=0]
Epoch 207: 68%|βββββββ | 15/22 [00:00<00:00, 147.60it/s, v_num=0]
Epoch 207: 73%|ββββββββ | 16/22 [00:00<00:00, 149.02it/s, v_num=0]
Epoch 207: 73%|ββββββββ | 16/22 [00:00<00:00, 147.90it/s, v_num=0]
Epoch 207: 77%|ββββββββ | 17/22 [00:00<00:00, 149.97it/s, v_num=0]
Epoch 207: 77%|ββββββββ | 17/22 [00:00<00:00, 148.96it/s, v_num=0]
Epoch 207: 82%|βββββββββ | 18/22 [00:00<00:00, 150.84it/s, v_num=0]
Epoch 207: 82%|βββββββββ | 18/22 [00:00<00:00, 149.58it/s, v_num=0]
Epoch 207: 86%|βββββββββ | 19/22 [00:00<00:00, 151.23it/s, v_num=0]
Epoch 207: 86%|βββββββββ | 19/22 [00:00<00:00, 148.48it/s, v_num=0]
Epoch 207: 91%|βββββββββ | 20/22 [00:00<00:00, 150.97it/s, v_num=0]
Epoch 207: 91%|βββββββββ | 20/22 [00:00<00:00, 148.51it/s, v_num=0]
Epoch 207: 95%|ββββββββββ| 21/22 [00:00<00:00, 150.10it/s, v_num=0]
Epoch 207: 95%|ββββββββββ| 21/22 [00:00<00:00, 144.82it/s, v_num=0]
Epoch 207: 100%|ββββββββββ| 22/22 [00:00<00:00, 145.26it/s, v_num=0]
Epoch 207: 100%|ββββββββββ| 22/22 [00:00<00:00, 144.24it/s, v_num=0]
Epoch 207: 100%|ββββββββββ| 22/22 [00:00<00:00, 141.63it/s, v_num=0]
Epoch 207: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 208: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 208: 5%|β | 1/22 [00:00<00:00, 142.17it/s, v_num=0]
Epoch 208: 5%|β | 1/22 [00:00<00:00, 108.66it/s, v_num=0]
Epoch 208: 9%|β | 2/22 [00:00<00:00, 141.27it/s, v_num=0]
Epoch 208: 9%|β | 2/22 [00:00<00:00, 121.14it/s, v_num=0]
Epoch 208: 14%|ββ | 3/22 [00:00<00:00, 143.82it/s, v_num=0]
Epoch 208: 14%|ββ | 3/22 [00:00<00:00, 138.05it/s, v_num=0]
Epoch 208: 18%|ββ | 4/22 [00:00<00:00, 155.90it/s, v_num=0]
Epoch 208: 18%|ββ | 4/22 [00:00<00:00, 149.07it/s, v_num=0]
Epoch 208: 23%|βββ | 5/22 [00:00<00:00, 157.54it/s, v_num=0]
Epoch 208: 23%|βββ | 5/22 [00:00<00:00, 153.27it/s, v_num=0]
Epoch 208: 27%|βββ | 6/22 [00:00<00:00, 153.81it/s, v_num=0]
Epoch 208: 27%|βββ | 6/22 [00:00<00:00, 149.88it/s, v_num=0]
Epoch 208: 32%|ββββ | 7/22 [00:00<00:00, 152.85it/s, v_num=0]
Epoch 208: 32%|ββββ | 7/22 [00:00<00:00, 149.39it/s, v_num=0]
Epoch 208: 36%|ββββ | 8/22 [00:00<00:00, 151.28it/s, v_num=0]
Epoch 208: 36%|ββββ | 8/22 [00:00<00:00, 149.03it/s, v_num=0]
Epoch 208: 41%|ββββ | 9/22 [00:00<00:00, 155.93it/s, v_num=0]
Epoch 208: 41%|ββββ | 9/22 [00:00<00:00, 152.65it/s, v_num=0]
Epoch 208: 45%|βββββ | 10/22 [00:00<00:00, 155.42it/s, v_num=0]
Epoch 208: 45%|βββββ | 10/22 [00:00<00:00, 153.24it/s, v_num=0]
Epoch 208: 50%|βββββ | 11/22 [00:00<00:00, 155.96it/s, v_num=0]
Epoch 208: 50%|βββββ | 11/22 [00:00<00:00, 153.96it/s, v_num=0]
Epoch 208: 55%|ββββββ | 12/22 [00:00<00:00, 155.98it/s, v_num=0]
Epoch 208: 55%|ββββββ | 12/22 [00:00<00:00, 154.30it/s, v_num=0]
Epoch 208: 59%|ββββββ | 13/22 [00:00<00:00, 159.74it/s, v_num=0]
Epoch 208: 59%|ββββββ | 13/22 [00:00<00:00, 157.48it/s, v_num=0]
Epoch 208: 64%|βββββββ | 14/22 [00:00<00:00, 162.88it/s, v_num=0]
Epoch 208: 64%|βββββββ | 14/22 [00:00<00:00, 160.47it/s, v_num=0]
Epoch 208: 68%|βββββββ | 15/22 [00:00<00:00, 163.80it/s, v_num=0]
Epoch 208: 68%|βββββββ | 15/22 [00:00<00:00, 161.80it/s, v_num=0]
Epoch 208: 73%|ββββββββ | 16/22 [00:00<00:00, 165.51it/s, v_num=0]
Epoch 208: 73%|ββββββββ | 16/22 [00:00<00:00, 163.58it/s, v_num=0]
Epoch 208: 77%|ββββββββ | 17/22 [00:00<00:00, 167.13it/s, v_num=0]
Epoch 208: 77%|ββββββββ | 17/22 [00:00<00:00, 165.29it/s, v_num=0]
Epoch 208: 82%|βββββββββ | 18/22 [00:00<00:00, 168.07it/s, v_num=0]
Epoch 208: 82%|βββββββββ | 18/22 [00:00<00:00, 166.30it/s, v_num=0]
Epoch 208: 86%|βββββββββ | 19/22 [00:00<00:00, 169.21it/s, v_num=0]
Epoch 208: 86%|βββββββββ | 19/22 [00:00<00:00, 167.97it/s, v_num=0]
Epoch 208: 91%|βββββββββ | 20/22 [00:00<00:00, 170.45it/s, v_num=0]
Epoch 208: 91%|βββββββββ | 20/22 [00:00<00:00, 169.04it/s, v_num=0]
Epoch 208: 95%|ββββββββββ| 21/22 [00:00<00:00, 171.25it/s, v_num=0]
Epoch 208: 95%|ββββββββββ| 21/22 [00:00<00:00, 169.40it/s, v_num=0]
Epoch 208: 100%|ββββββββββ| 22/22 [00:00<00:00, 172.10it/s, v_num=0]
Epoch 208: 100%|ββββββββββ| 22/22 [00:00<00:00, 170.37it/s, v_num=0]
Epoch 208: 100%|ββββββββββ| 22/22 [00:00<00:00, 168.83it/s, v_num=0]
Epoch 208: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 209: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 209: 5%|β | 1/22 [00:00<00:00, 193.24it/s, v_num=0]
Epoch 209: 5%|β | 1/22 [00:00<00:00, 159.04it/s, v_num=0]
Epoch 209: 9%|β | 2/22 [00:00<00:00, 201.48it/s, v_num=0]
Epoch 209: 9%|β | 2/22 [00:00<00:00, 178.95it/s, v_num=0]
Epoch 209: 14%|ββ | 3/22 [00:00<00:00, 170.98it/s, v_num=0]
Epoch 209: 14%|ββ | 3/22 [00:00<00:00, 161.81it/s, v_num=0]
Epoch 209: 18%|ββ | 4/22 [00:00<00:00, 178.53it/s, v_num=0]
Epoch 209: 18%|ββ | 4/22 [00:00<00:00, 168.75it/s, v_num=0]
Epoch 209: 23%|βββ | 5/22 [00:00<00:00, 181.79it/s, v_num=0]
Epoch 209: 23%|βββ | 5/22 [00:00<00:00, 176.21it/s, v_num=0]
Epoch 209: 27%|βββ | 6/22 [00:00<00:00, 186.50it/s, v_num=0]
Epoch 209: 27%|βββ | 6/22 [00:00<00:00, 178.80it/s, v_num=0]
Epoch 209: 32%|ββββ | 7/22 [00:00<00:00, 187.07it/s, v_num=0]
Epoch 209: 32%|ββββ | 7/22 [00:00<00:00, 183.15it/s, v_num=0]
Epoch 209: 36%|ββββ | 8/22 [00:00<00:00, 190.29it/s, v_num=0]
Epoch 209: 36%|ββββ | 8/22 [00:00<00:00, 186.04it/s, v_num=0]
Epoch 209: 41%|ββββ | 9/22 [00:00<00:00, 191.18it/s, v_num=0]
Epoch 209: 41%|ββββ | 9/22 [00:00<00:00, 186.56it/s, v_num=0]
Epoch 209: 45%|βββββ | 10/22 [00:00<00:00, 192.18it/s, v_num=0]
Epoch 209: 45%|βββββ | 10/22 [00:00<00:00, 187.27it/s, v_num=0]
Epoch 209: 50%|βββββ | 11/22 [00:00<00:00, 191.37it/s, v_num=0]
Epoch 209: 50%|βββββ | 11/22 [00:00<00:00, 187.54it/s, v_num=0]
Epoch 209: 55%|ββββββ | 12/22 [00:00<00:00, 192.59it/s, v_num=0]
Epoch 209: 55%|ββββββ | 12/22 [00:00<00:00, 190.21it/s, v_num=0]
Epoch 209: 59%|ββββββ | 13/22 [00:00<00:00, 189.75it/s, v_num=0]
Epoch 209: 59%|ββββββ | 13/22 [00:00<00:00, 187.39it/s, v_num=0]
Epoch 209: 64%|βββββββ | 14/22 [00:00<00:00, 189.91it/s, v_num=0]
Epoch 209: 64%|βββββββ | 14/22 [00:00<00:00, 187.36it/s, v_num=0]
Epoch 209: 68%|βββββββ | 15/22 [00:00<00:00, 190.47it/s, v_num=0]
Epoch 209: 68%|βββββββ | 15/22 [00:00<00:00, 188.53it/s, v_num=0]
Epoch 209: 73%|ββββββββ | 16/22 [00:00<00:00, 189.89it/s, v_num=0]
Epoch 209: 73%|ββββββββ | 16/22 [00:00<00:00, 187.58it/s, v_num=0]
Epoch 209: 77%|ββββββββ | 17/22 [00:00<00:00, 190.45it/s, v_num=0]
Epoch 209: 77%|ββββββββ | 17/22 [00:00<00:00, 188.78it/s, v_num=0]
Epoch 209: 82%|βββββββββ | 18/22 [00:00<00:00, 191.74it/s, v_num=0]
Epoch 209: 82%|βββββββββ | 18/22 [00:00<00:00, 189.67it/s, v_num=0]
Epoch 209: 86%|βββββββββ | 19/22 [00:00<00:00, 191.40it/s, v_num=0]
Epoch 209: 86%|βββββββββ | 19/22 [00:00<00:00, 189.73it/s, v_num=0]
Epoch 209: 91%|βββββββββ | 20/22 [00:00<00:00, 192.17it/s, v_num=0]
Epoch 209: 91%|βββββββββ | 20/22 [00:00<00:00, 189.96it/s, v_num=0]
Epoch 209: 95%|ββββββββββ| 21/22 [00:00<00:00, 192.73it/s, v_num=0]
Epoch 209: 95%|ββββββββββ| 21/22 [00:00<00:00, 191.30it/s, v_num=0]
Epoch 209: 100%|ββββββββββ| 22/22 [00:00<00:00, 193.13it/s, v_num=0]
Epoch 209: 100%|ββββββββββ| 22/22 [00:00<00:00, 191.44it/s, v_num=0]
Epoch 209: 100%|ββββββββββ| 22/22 [00:00<00:00, 189.17it/s, v_num=0]
Epoch 209: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 210: 0%| | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 210: 5%|β | 1/22 [00:00<00:00, 200.90it/s, v_num=0]
Epoch 210: 5%|β | 1/22 [00:00<00:00, 161.95it/s, v_num=0]
Epoch 210: 9%|β | 2/22 [00:00<00:00, 195.56it/s, v_num=0]
Epoch 210: 9%|β | 2/22 [00:00<00:00, 177.71it/s, v_num=0]
Epoch 210: 14%|ββ | 3/22 [00:00<00:00, 197.08it/s, v_num=0]
Epoch 210: 14%|ββ | 3/22 [00:00<00:00, 184.14it/s, v_num=0]
Epoch 210: 18%|ββ | 4/22 [00:00<00:00, 200.45it/s, v_num=0]
Epoch 210: 18%|ββ | 4/22 [00:00<00:00, 192.70it/s, v_num=0]
Epoch 210: 23%|βββ | 5/22 [00:00<00:00, 201.40it/s, v_num=0]
Epoch 210: 23%|βββ | 5/22 [00:00<00:00, 194.74it/s, v_num=0]
Epoch 210: 27%|βββ | 6/22 [00:00<00:00, 202.67it/s, v_num=0]
Epoch 210: 27%|βββ | 6/22 [00:00<00:00, 194.44it/s, v_num=0]
Epoch 210: 32%|ββββ | 7/22 [00:00<00:00, 201.94it/s, v_num=0]
Epoch 210: 32%|ββββ | 7/22 [00:00<00:00, 196.69it/s, v_num=0]
Epoch 210: 36%|ββββ | 8/22 [00:00<00:00, 202.08it/s, v_num=0]
Epoch 210: 36%|ββββ | 8/22 [00:00<00:00, 187.92it/s, v_num=0]
Epoch 210: 41%|ββββ | 9/22 [00:00<00:00, 180.84it/s, v_num=0]
Epoch 210: 41%|ββββ | 9/22 [00:00<00:00, 175.85it/s, v_num=0]
Epoch 210: 45%|βββββ | 10/22 [00:00<00:00, 175.91it/s, v_num=0]
Epoch 210: 45%|βββββ | 10/22 [00:00<00:00, 169.99it/s, v_num=0]
Epoch 210: 50%|βββββ | 11/22 [00:00<00:00, 173.35it/s, v_num=0]
Epoch 210: 50%|βββββ | 11/22 [00:00<00:00, 171.04it/s, v_num=0]
Epoch 210: 55%|ββββββ | 12/22 [00:00<00:00, 172.63it/s, v_num=0]
Epoch 210: 55%|ββββββ | 12/22 [00:00<00:00, 170.52it/s, v_num=0]
Epoch 210: 59%|ββββββ | 13/22 [00:00<00:00, 168.27it/s, v_num=0]
Epoch 210: 59%|ββββββ | 13/22 [00:00<00:00, 166.42it/s, v_num=0]
/opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages/pytorch_lightning/trainer/call.py:54: UserWarning:
Detected KeyboardInterrupt, attempting graceful shutdown...
1.7.2. Plotting Training Error#
Now we can plot the training error as the number of epochs increases.
import pandas as pd
loss = pd.read_csv("logs_csv/lightning_logs/version_0/metrics.csv")
fig, ax = plt.subplots()
ax.semilogy(loss["epoch"], loss["train_loss"])
ax.set_xlabel("Epoch")
ax.set_ylabel("Training Errors")
Text(0, 0.5, 'Training Errors')
1.7.3. Plotting Reference, Predicted, and Difference Surfaces#
Again, we plot the reference, predicted, and difference surfaces using the more refined neural network implementation.
show_surface(model)
diff, min, max: -1145.8149827866257 7.318558828272096
